Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
## I had to move this section here so I don't have to pull the data again
data_dir = './data'
import helper
import numpy as np
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f4b97652278>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f4b97583828>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    real_input = tf.placeholder(dtype=tf.float32, shape=(None, image_width, image_height, image_channels), name='real_input')
    z_data = tf.placeholder(tf.float32, shape=(None, z_dim), name='z_data')
    lr = tf.placeholder(tf.float32, name='learning_rate')
    
    return real_input, z_data, lr


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha = 0.01
    
    def layer(val, filt, shape, strides, normalize=True):
        layer = tf.layers.conv2d(val, filt, shape, strides, padding='same')
        if (normalize == True):
            layer = tf.layers.batch_normalization(layer, training=True)
        
        layer = tf.maximum(alpha * layer, layer)
        
        return layer
    
    with tf.variable_scope('discriminator', reuse=reuse):
        
        hl_1 = layer(images, 128, 5, 2, normalize=False)
        hl_2 = layer(hl_1, 256, 5, 2)
        hl_3 = layer(hl_2, 512, 5, 2)
        
        
        flat = tf.reshape(hl_3, (-1, 4*4*512))
        logits = tf.layers.dense(flat, 1)
        
        # passing the fully connected layer through the sigmoid function to make sure
        # it returns one for real image and zero for fake images
        output = tf.sigmoid(logits)

        return output, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    alpha = 0.01
    
    def layer(val, filt, shape, strides):
        layer = tf.layers.conv2d_transpose(val, filt, shape, strides, padding='SAME')
        layer = tf.layers.batch_normalization(layer, training=is_train)
        layer = tf.maximum(alpha * layer, layer)
        
        return layer
    
    with tf.variable_scope("generator", reuse=not is_train):
        
        h1 = tf.layers.dense(z, 7*7*512)
        h1 = tf.reshape(h1, (-1, 7, 7, 512))
        h1 = tf.layers.batch_normalization(h1, training=is_train)
        h1 = tf.maximum(alpha * h1, h1)
        
        h2 = layer(h1, 256, 5, 1)
        h3 = layer(h2, 128, 5, 2)
    
        logits = tf.layers.conv2d_transpose(h3, out_channel_dim, 5, 2, padding='SAME')
        output = tf.tanh(logits)
        
        
        return output


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    model = generator(input_z, out_channel_dim)
    
    discriminator_real_model, discriminator_real_logits = discriminator(input_real)
    discriminator_dum_model, discriminator_dum_logits = discriminator(model, True)
    
    # Getting one for real images
    discriminator_r_param = tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_real_logits, labels=tf.ones_like(discriminator_real_logits)*np.random.uniform(0.7, 1.2))
    discriminator_real_loss = tf.reduce_mean(discriminator_r_param)
    
    # Getting zero for fake images
    discriminator_d_param = tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_dum_logits, labels=tf.zeros_like(discriminator_dum_logits)*np.random.uniform(0.0, 0.3))
    discriminator_dum_loss = tf.reduce_mean(discriminator_d_param)
    
    # The total lost for the discriminator is the sum of lost for the real and the fake images
    discriminator_loss = discriminator_real_loss + discriminator_dum_loss
    
    generator_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_dum_logits, labels=tf.ones_like(discriminator_dum_model)))
    
    return discriminator_loss, generator_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    
    #get the trainable variables from my Graph
    t_vars = tf.trainable_variables()
    
    # Getting discriminator trainable variables from t_vars
    discriminator_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    
    # Getting generator trainable variables from t_vars
    generator_vars = [var for var in t_vars if var.name.startswith('generator')]
    
    
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=discriminator_vars)
        g_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=generator_vars)
            
        return d_opt, g_opt



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np


def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
import matplotlib.pyplot as plt
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
    d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
    
    steps = 0
    loss_list = []
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                batch_images *= 2
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
                _ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
                
                loss_list.append([d_loss.eval({input_z: batch_z, input_real: batch_images}), g_loss.eval({input_z: batch_z})])
                if steps % print_every == 0:
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i + 1, epochs),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                #print(loss_list)
                if steps % show_every == 0:
                    # reusing the show_n_images variable declared and initialized earlier to create the grid
                    show_generator_output(sess, show_n_images, input_z, data_shape[3], data_image_mode)
                    
        plt.plot(loss_list, label='Discriminator')
        plt.plot(loss_list, label='generator')
        plt.ylabel('Loss')
        plt.xlabel('Steps')
        plt.title("Loss Graph")
        plt.show()

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [13]:
batch_size = 16
z_dim = 16
learning_rate = 0.0002
beta1 = 0.3
print_every = 10
show_every = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.3047... Generator Loss: 3.1063
Epoch 1/2... Discriminator Loss: 2.3989... Generator Loss: 0.3027
Epoch 1/2... Discriminator Loss: 1.8398... Generator Loss: 4.7896
Epoch 1/2... Discriminator Loss: 2.6739... Generator Loss: 0.1910
Epoch 1/2... Discriminator Loss: 2.2978... Generator Loss: 0.2267
Epoch 1/2... Discriminator Loss: 1.2907... Generator Loss: 0.7616
Epoch 1/2... Discriminator Loss: 1.6401... Generator Loss: 3.4841
Epoch 1/2... Discriminator Loss: 1.0322... Generator Loss: 1.8321
Epoch 1/2... Discriminator Loss: 1.0172... Generator Loss: 1.5472
Epoch 1/2... Discriminator Loss: 1.8311... Generator Loss: 0.4463
Epoch 1/2... Discriminator Loss: 1.4658... Generator Loss: 0.6004
Epoch 1/2... Discriminator Loss: 1.5011... Generator Loss: 0.5885
Epoch 1/2... Discriminator Loss: 1.7142... Generator Loss: 0.5014
Epoch 1/2... Discriminator Loss: 0.9994... Generator Loss: 1.5760
Epoch 1/2... Discriminator Loss: 0.8225... Generator Loss: 2.5631
Epoch 1/2... Discriminator Loss: 0.8632... Generator Loss: 1.5139
Epoch 1/2... Discriminator Loss: 1.1301... Generator Loss: 2.7559
Epoch 1/2... Discriminator Loss: 1.2959... Generator Loss: 0.7076
Epoch 1/2... Discriminator Loss: 1.1412... Generator Loss: 2.4329
Epoch 1/2... Discriminator Loss: 0.8717... Generator Loss: 2.1754
Epoch 1/2... Discriminator Loss: 0.9860... Generator Loss: 1.9360
Epoch 1/2... Discriminator Loss: 1.4978... Generator Loss: 0.5657
Epoch 1/2... Discriminator Loss: 0.9358... Generator Loss: 1.2217
Epoch 1/2... Discriminator Loss: 1.0735... Generator Loss: 0.9763
Epoch 1/2... Discriminator Loss: 1.7580... Generator Loss: 0.4855
Epoch 1/2... Discriminator Loss: 0.9278... Generator Loss: 1.5392
Epoch 1/2... Discriminator Loss: 1.0869... Generator Loss: 0.9998
Epoch 1/2... Discriminator Loss: 1.1417... Generator Loss: 0.9883
Epoch 1/2... Discriminator Loss: 0.8908... Generator Loss: 1.2971
Epoch 1/2... Discriminator Loss: 0.9748... Generator Loss: 2.8153
Epoch 1/2... Discriminator Loss: 1.5856... Generator Loss: 3.6234
Epoch 1/2... Discriminator Loss: 0.9514... Generator Loss: 1.7962
Epoch 1/2... Discriminator Loss: 0.9675... Generator Loss: 2.1978
Epoch 1/2... Discriminator Loss: 0.9384... Generator Loss: 1.4164
Epoch 1/2... Discriminator Loss: 1.4374... Generator Loss: 0.5866
Epoch 1/2... Discriminator Loss: 1.4389... Generator Loss: 3.1402
Epoch 1/2... Discriminator Loss: 1.1998... Generator Loss: 0.8038
Epoch 1/2... Discriminator Loss: 1.0910... Generator Loss: 2.1144
Epoch 1/2... Discriminator Loss: 1.4904... Generator Loss: 3.5163
Epoch 1/2... Discriminator Loss: 1.1464... Generator Loss: 2.1301
Epoch 1/2... Discriminator Loss: 1.3220... Generator Loss: 2.9478
Epoch 1/2... Discriminator Loss: 1.2074... Generator Loss: 0.8046
Epoch 1/2... Discriminator Loss: 1.2509... Generator Loss: 0.9012
Epoch 1/2... Discriminator Loss: 1.1741... Generator Loss: 0.8170
Epoch 1/2... Discriminator Loss: 0.9558... Generator Loss: 1.4574
Epoch 1/2... Discriminator Loss: 1.3786... Generator Loss: 0.7437
Epoch 1/2... Discriminator Loss: 0.9148... Generator Loss: 1.4110
Epoch 1/2... Discriminator Loss: 0.9701... Generator Loss: 1.4583
Epoch 1/2... Discriminator Loss: 1.0647... Generator Loss: 1.3308
Epoch 1/2... Discriminator Loss: 1.0862... Generator Loss: 0.9901
Epoch 1/2... Discriminator Loss: 0.9691... Generator Loss: 1.2265
Epoch 1/2... Discriminator Loss: 1.1871... Generator Loss: 0.8002
Epoch 1/2... Discriminator Loss: 0.8828... Generator Loss: 1.7065
Epoch 1/2... Discriminator Loss: 0.8674... Generator Loss: 1.9281
Epoch 1/2... Discriminator Loss: 0.9320... Generator Loss: 1.4038
Epoch 1/2... Discriminator Loss: 1.1470... Generator Loss: 0.8265
Epoch 1/2... Discriminator Loss: 1.4409... Generator Loss: 0.7195
Epoch 1/2... Discriminator Loss: 1.1014... Generator Loss: 0.9145
Epoch 1/2... Discriminator Loss: 1.1140... Generator Loss: 0.8899
Epoch 1/2... Discriminator Loss: 1.0978... Generator Loss: 2.6823
Epoch 1/2... Discriminator Loss: 1.0431... Generator Loss: 1.4336
Epoch 1/2... Discriminator Loss: 1.0715... Generator Loss: 2.1971
Epoch 1/2... Discriminator Loss: 0.8559... Generator Loss: 1.6649
Epoch 1/2... Discriminator Loss: 1.4629... Generator Loss: 0.5663
Epoch 1/2... Discriminator Loss: 1.0197... Generator Loss: 2.3181
Epoch 1/2... Discriminator Loss: 1.3370... Generator Loss: 0.6418
Epoch 1/2... Discriminator Loss: 0.8818... Generator Loss: 1.4240
Epoch 1/2... Discriminator Loss: 1.6460... Generator Loss: 0.4707
Epoch 1/2... Discriminator Loss: 1.9337... Generator Loss: 0.3501
Epoch 1/2... Discriminator Loss: 1.0291... Generator Loss: 1.1043
Epoch 1/2... Discriminator Loss: 1.3434... Generator Loss: 0.6728
Epoch 1/2... Discriminator Loss: 0.9033... Generator Loss: 1.3412
Epoch 1/2... Discriminator Loss: 1.5118... Generator Loss: 0.5001
Epoch 1/2... Discriminator Loss: 1.3226... Generator Loss: 0.7667
Epoch 1/2... Discriminator Loss: 0.9833... Generator Loss: 1.0875
Epoch 1/2... Discriminator Loss: 0.8792... Generator Loss: 1.4414
Epoch 1/2... Discriminator Loss: 0.9022... Generator Loss: 2.3660
Epoch 1/2... Discriminator Loss: 0.9310... Generator Loss: 1.8334
Epoch 1/2... Discriminator Loss: 0.9525... Generator Loss: 1.8847
Epoch 1/2... Discriminator Loss: 0.9145... Generator Loss: 2.0856
Epoch 1/2... Discriminator Loss: 1.5702... Generator Loss: 0.5224
Epoch 1/2... Discriminator Loss: 1.6709... Generator Loss: 0.4654
Epoch 1/2... Discriminator Loss: 1.0163... Generator Loss: 1.1649
Epoch 1/2... Discriminator Loss: 0.9700... Generator Loss: 1.0841
Epoch 1/2... Discriminator Loss: 1.0267... Generator Loss: 2.0636
Epoch 1/2... Discriminator Loss: 0.9675... Generator Loss: 1.4201
Epoch 1/2... Discriminator Loss: 1.1340... Generator Loss: 0.8231
Epoch 1/2... Discriminator Loss: 0.8418... Generator Loss: 1.6626
Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.6419
Epoch 1/2... Discriminator Loss: 1.1561... Generator Loss: 0.8382
Epoch 1/2... Discriminator Loss: 0.9165... Generator Loss: 1.3181
Epoch 1/2... Discriminator Loss: 2.3313... Generator Loss: 0.3832
Epoch 1/2... Discriminator Loss: 0.9082... Generator Loss: 1.4724
Epoch 1/2... Discriminator Loss: 1.0026... Generator Loss: 1.0490
Epoch 1/2... Discriminator Loss: 1.7183... Generator Loss: 0.6498
Epoch 1/2... Discriminator Loss: 1.5474... Generator Loss: 0.5748
Epoch 1/2... Discriminator Loss: 0.9518... Generator Loss: 1.2638
Epoch 1/2... Discriminator Loss: 1.1974... Generator Loss: 0.8200
Epoch 1/2... Discriminator Loss: 1.1028... Generator Loss: 0.9384
Epoch 1/2... Discriminator Loss: 0.9618... Generator Loss: 1.2226
Epoch 1/2... Discriminator Loss: 1.0504... Generator Loss: 2.2925
Epoch 1/2... Discriminator Loss: 1.1873... Generator Loss: 0.7824
Epoch 1/2... Discriminator Loss: 0.8633... Generator Loss: 1.5839
Epoch 1/2... Discriminator Loss: 0.9530... Generator Loss: 2.2172
Epoch 1/2... Discriminator Loss: 0.9469... Generator Loss: 1.9887
Epoch 1/2... Discriminator Loss: 1.0076... Generator Loss: 1.0159
Epoch 1/2... Discriminator Loss: 2.2430... Generator Loss: 0.3365
Epoch 1/2... Discriminator Loss: 1.6701... Generator Loss: 3.3128
Epoch 1/2... Discriminator Loss: 1.0757... Generator Loss: 0.9051
Epoch 1/2... Discriminator Loss: 0.9419... Generator Loss: 1.4754
Epoch 1/2... Discriminator Loss: 0.9265... Generator Loss: 1.2366
Epoch 1/2... Discriminator Loss: 0.9129... Generator Loss: 1.3767
Epoch 1/2... Discriminator Loss: 0.9498... Generator Loss: 1.7141
Epoch 1/2... Discriminator Loss: 1.2056... Generator Loss: 0.7565
Epoch 1/2... Discriminator Loss: 0.9950... Generator Loss: 1.2644
Epoch 1/2... Discriminator Loss: 1.3930... Generator Loss: 0.6635
Epoch 1/2... Discriminator Loss: 1.2764... Generator Loss: 0.7240
Epoch 1/2... Discriminator Loss: 0.9784... Generator Loss: 1.1592
Epoch 1/2... Discriminator Loss: 0.8622... Generator Loss: 1.9118
Epoch 1/2... Discriminator Loss: 0.9323... Generator Loss: 1.3434
Epoch 1/2... Discriminator Loss: 0.9016... Generator Loss: 1.2825
Epoch 1/2... Discriminator Loss: 0.9622... Generator Loss: 1.7957
Epoch 1/2... Discriminator Loss: 0.8785... Generator Loss: 1.3295
Epoch 1/2... Discriminator Loss: 0.9733... Generator Loss: 1.2190
Epoch 1/2... Discriminator Loss: 1.4940... Generator Loss: 0.5371
Epoch 1/2... Discriminator Loss: 0.8885... Generator Loss: 2.0908
Epoch 1/2... Discriminator Loss: 0.7958... Generator Loss: 1.6301
Epoch 1/2... Discriminator Loss: 1.5922... Generator Loss: 0.5698
Epoch 1/2... Discriminator Loss: 1.3271... Generator Loss: 0.6486
Epoch 1/2... Discriminator Loss: 0.8628... Generator Loss: 1.7172
Epoch 1/2... Discriminator Loss: 0.9185... Generator Loss: 1.3495
Epoch 1/2... Discriminator Loss: 1.2678... Generator Loss: 0.6954
Epoch 1/2... Discriminator Loss: 1.0439... Generator Loss: 0.9986
Epoch 1/2... Discriminator Loss: 1.0279... Generator Loss: 1.0092
Epoch 1/2... Discriminator Loss: 1.0332... Generator Loss: 2.8445
Epoch 1/2... Discriminator Loss: 1.0644... Generator Loss: 1.9982
Epoch 1/2... Discriminator Loss: 1.3621... Generator Loss: 0.7083
Epoch 1/2... Discriminator Loss: 1.2651... Generator Loss: 0.6797
Epoch 1/2... Discriminator Loss: 1.2405... Generator Loss: 0.7262
Epoch 1/2... Discriminator Loss: 1.7672... Generator Loss: 0.4763
Epoch 1/2... Discriminator Loss: 0.9205... Generator Loss: 1.7706
Epoch 1/2... Discriminator Loss: 0.8913... Generator Loss: 1.7361
Epoch 1/2... Discriminator Loss: 0.8846... Generator Loss: 2.1256
Epoch 1/2... Discriminator Loss: 0.8785... Generator Loss: 1.3812
Epoch 1/2... Discriminator Loss: 0.8640... Generator Loss: 1.4285
Epoch 1/2... Discriminator Loss: 0.9506... Generator Loss: 1.2830
Epoch 1/2... Discriminator Loss: 0.9445... Generator Loss: 1.2368
Epoch 1/2... Discriminator Loss: 0.9568... Generator Loss: 1.2446
Epoch 1/2... Discriminator Loss: 0.7626... Generator Loss: 1.7692
Epoch 1/2... Discriminator Loss: 0.8570... Generator Loss: 1.5235
Epoch 1/2... Discriminator Loss: 1.9243... Generator Loss: 0.4191
Epoch 1/2... Discriminator Loss: 2.2391... Generator Loss: 4.2219
Epoch 1/2... Discriminator Loss: 1.1731... Generator Loss: 0.8273
Epoch 1/2... Discriminator Loss: 1.2612... Generator Loss: 0.7969
Epoch 1/2... Discriminator Loss: 0.9646... Generator Loss: 1.1288
Epoch 1/2... Discriminator Loss: 1.4291... Generator Loss: 0.6529
Epoch 1/2... Discriminator Loss: 0.8947... Generator Loss: 1.2603
Epoch 1/2... Discriminator Loss: 0.8941... Generator Loss: 1.3209
Epoch 1/2... Discriminator Loss: 1.0502... Generator Loss: 0.9931
Epoch 1/2... Discriminator Loss: 0.8588... Generator Loss: 1.3450
Epoch 1/2... Discriminator Loss: 1.5230... Generator Loss: 0.5554
Epoch 1/2... Discriminator Loss: 1.7701... Generator Loss: 0.4495
Epoch 1/2... Discriminator Loss: 1.0940... Generator Loss: 0.9928
Epoch 1/2... Discriminator Loss: 0.9377... Generator Loss: 1.1794
Epoch 1/2... Discriminator Loss: 0.8322... Generator Loss: 1.6201
Epoch 1/2... Discriminator Loss: 0.7943... Generator Loss: 1.7641
Epoch 1/2... Discriminator Loss: 0.8162... Generator Loss: 2.2576
Epoch 1/2... Discriminator Loss: 1.0837... Generator Loss: 1.0343
Epoch 1/2... Discriminator Loss: 1.1308... Generator Loss: 0.8486
Epoch 1/2... Discriminator Loss: 0.9394... Generator Loss: 1.1242
Epoch 1/2... Discriminator Loss: 1.3278... Generator Loss: 0.6771
Epoch 1/2... Discriminator Loss: 1.4223... Generator Loss: 0.6590
Epoch 1/2... Discriminator Loss: 0.9246... Generator Loss: 1.2411
Epoch 1/2... Discriminator Loss: 1.1415... Generator Loss: 0.9381
Epoch 1/2... Discriminator Loss: 0.8784... Generator Loss: 1.6228
Epoch 1/2... Discriminator Loss: 0.8934... Generator Loss: 2.6236
Epoch 1/2... Discriminator Loss: 0.9782... Generator Loss: 1.1220
Epoch 1/2... Discriminator Loss: 0.8959... Generator Loss: 2.2578
Epoch 1/2... Discriminator Loss: 1.3776... Generator Loss: 0.7059
Epoch 1/2... Discriminator Loss: 1.1168... Generator Loss: 0.8777
Epoch 1/2... Discriminator Loss: 1.0631... Generator Loss: 1.0099
Epoch 1/2... Discriminator Loss: 0.9558... Generator Loss: 1.1942
Epoch 1/2... Discriminator Loss: 0.9591... Generator Loss: 1.2522
Epoch 1/2... Discriminator Loss: 1.4892... Generator Loss: 0.5517
Epoch 1/2... Discriminator Loss: 0.8661... Generator Loss: 1.2872
Epoch 1/2... Discriminator Loss: 0.8719... Generator Loss: 1.3756
Epoch 1/2... Discriminator Loss: 0.8753... Generator Loss: 1.4220
Epoch 1/2... Discriminator Loss: 0.7994... Generator Loss: 1.5310
Epoch 1/2... Discriminator Loss: 1.4500... Generator Loss: 0.6181
Epoch 1/2... Discriminator Loss: 1.0336... Generator Loss: 0.9892
Epoch 1/2... Discriminator Loss: 1.1412... Generator Loss: 0.8507
Epoch 1/2... Discriminator Loss: 0.9010... Generator Loss: 1.2304
Epoch 1/2... Discriminator Loss: 0.9217... Generator Loss: 1.3627
Epoch 1/2... Discriminator Loss: 0.8904... Generator Loss: 1.3918
Epoch 1/2... Discriminator Loss: 0.7569... Generator Loss: 1.9401
Epoch 1/2... Discriminator Loss: 0.8258... Generator Loss: 1.5674
Epoch 1/2... Discriminator Loss: 0.9294... Generator Loss: 2.4129
Epoch 1/2... Discriminator Loss: 1.1410... Generator Loss: 2.0081
Epoch 1/2... Discriminator Loss: 0.9897... Generator Loss: 1.0426
Epoch 1/2... Discriminator Loss: 1.8016... Generator Loss: 0.4979
Epoch 1/2... Discriminator Loss: 0.8824... Generator Loss: 2.0926
Epoch 1/2... Discriminator Loss: 0.9273... Generator Loss: 2.1438
Epoch 1/2... Discriminator Loss: 1.4331... Generator Loss: 0.6588
Epoch 1/2... Discriminator Loss: 0.9738... Generator Loss: 1.1189
Epoch 1/2... Discriminator Loss: 1.2244... Generator Loss: 0.9554
Epoch 1/2... Discriminator Loss: 0.9260... Generator Loss: 1.5250
Epoch 1/2... Discriminator Loss: 1.1602... Generator Loss: 0.8359
Epoch 1/2... Discriminator Loss: 2.8502... Generator Loss: 5.0043
Epoch 1/2... Discriminator Loss: 1.1966... Generator Loss: 0.8675
Epoch 1/2... Discriminator Loss: 1.3896... Generator Loss: 3.0716
Epoch 1/2... Discriminator Loss: 0.8045... Generator Loss: 1.5165
Epoch 1/2... Discriminator Loss: 1.2021... Generator Loss: 0.9779
Epoch 1/2... Discriminator Loss: 0.8143... Generator Loss: 1.6507
Epoch 1/2... Discriminator Loss: 0.9953... Generator Loss: 1.1338
Epoch 1/2... Discriminator Loss: 0.7662... Generator Loss: 1.7901
Epoch 1/2... Discriminator Loss: 0.9593... Generator Loss: 2.3301
Epoch 1/2... Discriminator Loss: 1.1133... Generator Loss: 2.5053
Epoch 1/2... Discriminator Loss: 0.8772... Generator Loss: 1.7915
Epoch 1/2... Discriminator Loss: 0.9168... Generator Loss: 1.2716
Epoch 1/2... Discriminator Loss: 0.9765... Generator Loss: 1.2002
Epoch 1/2... Discriminator Loss: 1.1579... Generator Loss: 0.8374
Epoch 1/2... Discriminator Loss: 0.7946... Generator Loss: 1.7603
Epoch 1/2... Discriminator Loss: 0.8584... Generator Loss: 1.3258
Epoch 1/2... Discriminator Loss: 1.0649... Generator Loss: 0.9766
Epoch 1/2... Discriminator Loss: 0.8316... Generator Loss: 1.4228
Epoch 1/2... Discriminator Loss: 0.8967... Generator Loss: 1.3333
Epoch 1/2... Discriminator Loss: 0.8698... Generator Loss: 2.0996
Epoch 1/2... Discriminator Loss: 0.9692... Generator Loss: 1.0904
Epoch 1/2... Discriminator Loss: 1.0113... Generator Loss: 1.1129
Epoch 1/2... Discriminator Loss: 0.7535... Generator Loss: 1.9809
Epoch 1/2... Discriminator Loss: 0.9045... Generator Loss: 2.4795
Epoch 1/2... Discriminator Loss: 0.9092... Generator Loss: 1.2706
Epoch 1/2... Discriminator Loss: 0.7849... Generator Loss: 1.7989
Epoch 1/2... Discriminator Loss: 1.6444... Generator Loss: 0.6420
Epoch 1/2... Discriminator Loss: 0.9635... Generator Loss: 1.1282
Epoch 1/2... Discriminator Loss: 0.9251... Generator Loss: 1.2464
Epoch 1/2... Discriminator Loss: 1.0153... Generator Loss: 2.2954
Epoch 1/2... Discriminator Loss: 0.9422... Generator Loss: 2.5234
Epoch 1/2... Discriminator Loss: 0.9221... Generator Loss: 1.2761
Epoch 1/2... Discriminator Loss: 1.2136... Generator Loss: 0.8183
Epoch 1/2... Discriminator Loss: 0.8993... Generator Loss: 2.0718
Epoch 1/2... Discriminator Loss: 0.8342... Generator Loss: 1.4023
Epoch 1/2... Discriminator Loss: 1.0872... Generator Loss: 0.9121
Epoch 1/2... Discriminator Loss: 0.9352... Generator Loss: 1.2963
Epoch 1/2... Discriminator Loss: 0.7639... Generator Loss: 1.7810
Epoch 1/2... Discriminator Loss: 1.0657... Generator Loss: 2.7560
Epoch 1/2... Discriminator Loss: 0.8289... Generator Loss: 1.4420
Epoch 1/2... Discriminator Loss: 1.6051... Generator Loss: 0.5121
Epoch 1/2... Discriminator Loss: 0.7204... Generator Loss: 1.8608
Epoch 1/2... Discriminator Loss: 0.8676... Generator Loss: 1.7370
Epoch 1/2... Discriminator Loss: 1.1012... Generator Loss: 2.5005
Epoch 1/2... Discriminator Loss: 1.4906... Generator Loss: 0.5952
Epoch 1/2... Discriminator Loss: 1.2945... Generator Loss: 0.7833
Epoch 1/2... Discriminator Loss: 0.8905... Generator Loss: 1.3404
Epoch 1/2... Discriminator Loss: 0.8853... Generator Loss: 1.4340
Epoch 1/2... Discriminator Loss: 0.7709... Generator Loss: 1.7016
Epoch 1/2... Discriminator Loss: 0.9353... Generator Loss: 1.2084
Epoch 1/2... Discriminator Loss: 0.9345... Generator Loss: 1.1450
Epoch 1/2... Discriminator Loss: 1.0958... Generator Loss: 3.1455
Epoch 1/2... Discriminator Loss: 1.4005... Generator Loss: 0.7753
Epoch 1/2... Discriminator Loss: 1.1208... Generator Loss: 1.0418
Epoch 1/2... Discriminator Loss: 1.4125... Generator Loss: 0.6114
Epoch 1/2... Discriminator Loss: 0.7772... Generator Loss: 2.0485
Epoch 1/2... Discriminator Loss: 0.7928... Generator Loss: 1.5776
Epoch 1/2... Discriminator Loss: 1.4652... Generator Loss: 0.6643
Epoch 1/2... Discriminator Loss: 0.8708... Generator Loss: 1.3878
Epoch 1/2... Discriminator Loss: 0.8182... Generator Loss: 2.3687
Epoch 1/2... Discriminator Loss: 1.0249... Generator Loss: 1.0440
Epoch 1/2... Discriminator Loss: 0.9611... Generator Loss: 1.2495
Epoch 1/2... Discriminator Loss: 1.0838... Generator Loss: 0.9124
Epoch 1/2... Discriminator Loss: 0.8529... Generator Loss: 1.4583
Epoch 1/2... Discriminator Loss: 1.0883... Generator Loss: 1.0581
Epoch 1/2... Discriminator Loss: 0.7862... Generator Loss: 2.0176
Epoch 1/2... Discriminator Loss: 0.9111... Generator Loss: 1.2695
Epoch 1/2... Discriminator Loss: 1.2515... Generator Loss: 0.9017
Epoch 1/2... Discriminator Loss: 0.8226... Generator Loss: 1.4826
Epoch 1/2... Discriminator Loss: 1.0771... Generator Loss: 1.1980
Epoch 1/2... Discriminator Loss: 0.8388... Generator Loss: 1.9119
Epoch 1/2... Discriminator Loss: 0.9014... Generator Loss: 1.3120
Epoch 1/2... Discriminator Loss: 0.7779... Generator Loss: 1.8424
Epoch 1/2... Discriminator Loss: 0.8452... Generator Loss: 1.4317
Epoch 1/2... Discriminator Loss: 0.9544... Generator Loss: 1.1362
Epoch 1/2... Discriminator Loss: 0.9043... Generator Loss: 1.2442
Epoch 1/2... Discriminator Loss: 0.7383... Generator Loss: 1.6944
Epoch 1/2... Discriminator Loss: 0.6927... Generator Loss: 2.3267
Epoch 1/2... Discriminator Loss: 0.7753... Generator Loss: 1.7030
Epoch 1/2... Discriminator Loss: 0.9043... Generator Loss: 1.2128
Epoch 1/2... Discriminator Loss: 0.9158... Generator Loss: 2.1440
Epoch 1/2... Discriminator Loss: 0.8724... Generator Loss: 2.2733
Epoch 1/2... Discriminator Loss: 1.1117... Generator Loss: 0.9780
Epoch 1/2... Discriminator Loss: 0.8701... Generator Loss: 2.1190
Epoch 1/2... Discriminator Loss: 0.9885... Generator Loss: 1.3802
Epoch 1/2... Discriminator Loss: 1.0464... Generator Loss: 1.1414
Epoch 1/2... Discriminator Loss: 0.7172... Generator Loss: 1.7883
Epoch 1/2... Discriminator Loss: 0.9254... Generator Loss: 2.8039
Epoch 1/2... Discriminator Loss: 0.8029... Generator Loss: 2.0357
Epoch 1/2... Discriminator Loss: 0.9298... Generator Loss: 1.1956
Epoch 1/2... Discriminator Loss: 0.7506... Generator Loss: 1.7021
Epoch 1/2... Discriminator Loss: 0.7659... Generator Loss: 2.2121
Epoch 1/2... Discriminator Loss: 1.1319... Generator Loss: 1.1997
Epoch 1/2... Discriminator Loss: 0.7520... Generator Loss: 1.7130
Epoch 1/2... Discriminator Loss: 0.7884... Generator Loss: 2.0686
Epoch 1/2... Discriminator Loss: 1.0732... Generator Loss: 1.0364
Epoch 1/2... Discriminator Loss: 0.7645... Generator Loss: 2.1720
Epoch 1/2... Discriminator Loss: 0.8390... Generator Loss: 1.8600
Epoch 1/2... Discriminator Loss: 0.7297... Generator Loss: 2.0515
Epoch 1/2... Discriminator Loss: 0.8471... Generator Loss: 2.0184
Epoch 1/2... Discriminator Loss: 1.5643... Generator Loss: 0.5779
Epoch 1/2... Discriminator Loss: 1.0130... Generator Loss: 2.1330
Epoch 1/2... Discriminator Loss: 0.7851... Generator Loss: 1.6181
Epoch 1/2... Discriminator Loss: 0.7275... Generator Loss: 2.1394
Epoch 1/2... Discriminator Loss: 0.7194... Generator Loss: 2.1021
Epoch 1/2... Discriminator Loss: 0.7481... Generator Loss: 1.6999
Epoch 1/2... Discriminator Loss: 0.6596... Generator Loss: 2.2900
Epoch 1/2... Discriminator Loss: 1.6583... Generator Loss: 0.5775
Epoch 1/2... Discriminator Loss: 0.8196... Generator Loss: 1.4709
Epoch 1/2... Discriminator Loss: 1.2153... Generator Loss: 0.9734
Epoch 1/2... Discriminator Loss: 0.7885... Generator Loss: 1.9482
Epoch 1/2... Discriminator Loss: 1.0662... Generator Loss: 0.9598
Epoch 1/2... Discriminator Loss: 1.0335... Generator Loss: 1.0526
Epoch 1/2... Discriminator Loss: 1.3552... Generator Loss: 0.7401
Epoch 1/2... Discriminator Loss: 0.8673... Generator Loss: 1.3491
Epoch 1/2... Discriminator Loss: 0.8271... Generator Loss: 1.4584
Epoch 1/2... Discriminator Loss: 0.7847... Generator Loss: 2.1833
Epoch 1/2... Discriminator Loss: 0.7274... Generator Loss: 1.8334
Epoch 1/2... Discriminator Loss: 2.2727... Generator Loss: 0.2872
Epoch 1/2... Discriminator Loss: 1.2467... Generator Loss: 0.8160
Epoch 1/2... Discriminator Loss: 0.9470... Generator Loss: 1.1803
Epoch 1/2... Discriminator Loss: 1.2246... Generator Loss: 0.9105
Epoch 1/2... Discriminator Loss: 0.7931... Generator Loss: 1.4993
Epoch 1/2... Discriminator Loss: 1.2300... Generator Loss: 1.0965
Epoch 1/2... Discriminator Loss: 0.8479... Generator Loss: 1.4516
Epoch 1/2... Discriminator Loss: 0.7481... Generator Loss: 1.6965
Epoch 1/2... Discriminator Loss: 0.8487... Generator Loss: 2.5959
Epoch 1/2... Discriminator Loss: 1.3710... Generator Loss: 0.7685
Epoch 1/2... Discriminator Loss: 0.9134... Generator Loss: 2.2827
Epoch 1/2... Discriminator Loss: 0.8512... Generator Loss: 1.2968
Epoch 1/2... Discriminator Loss: 0.8254... Generator Loss: 1.9662
Epoch 1/2... Discriminator Loss: 1.0440... Generator Loss: 1.1320
Epoch 1/2... Discriminator Loss: 0.7202... Generator Loss: 2.4389
Epoch 1/2... Discriminator Loss: 0.7552... Generator Loss: 1.6949
Epoch 1/2... Discriminator Loss: 0.8686... Generator Loss: 2.1871
Epoch 1/2... Discriminator Loss: 0.9105... Generator Loss: 2.5504
Epoch 1/2... Discriminator Loss: 1.1344... Generator Loss: 0.8374
Epoch 1/2... Discriminator Loss: 1.3210... Generator Loss: 0.9320
Epoch 1/2... Discriminator Loss: 0.7049... Generator Loss: 2.1790
Epoch 1/2... Discriminator Loss: 0.7602... Generator Loss: 1.6894
Epoch 1/2... Discriminator Loss: 0.8808... Generator Loss: 1.3091
Epoch 1/2... Discriminator Loss: 0.7623... Generator Loss: 1.6836
Epoch 1/2... Discriminator Loss: 0.7372... Generator Loss: 1.7635
Epoch 1/2... Discriminator Loss: 0.9479... Generator Loss: 3.1430
Epoch 1/2... Discriminator Loss: 0.9038... Generator Loss: 1.2101
Epoch 1/2... Discriminator Loss: 1.3597... Generator Loss: 0.8741
Epoch 1/2... Discriminator Loss: 0.7806... Generator Loss: 2.0308
Epoch 1/2... Discriminator Loss: 1.3830... Generator Loss: 0.7536
Epoch 1/2... Discriminator Loss: 0.7134... Generator Loss: 2.2135
Epoch 1/2... Discriminator Loss: 0.9223... Generator Loss: 1.3729
Epoch 1/2... Discriminator Loss: 0.7876... Generator Loss: 1.5798
Epoch 1/2... Discriminator Loss: 0.8709... Generator Loss: 2.8405
Epoch 1/2... Discriminator Loss: 0.7325... Generator Loss: 1.9503
Epoch 1/2... Discriminator Loss: 0.9023... Generator Loss: 1.4126
Epoch 1/2... Discriminator Loss: 1.3542... Generator Loss: 0.8787
Epoch 1/2... Discriminator Loss: 1.0912... Generator Loss: 1.1048
Epoch 1/2... Discriminator Loss: 0.9382... Generator Loss: 1.1571
Epoch 1/2... Discriminator Loss: 0.8202... Generator Loss: 2.2775
Epoch 1/2... Discriminator Loss: 0.9516... Generator Loss: 2.4019
Epoch 1/2... Discriminator Loss: 1.8593... Generator Loss: 4.3817
Epoch 1/2... Discriminator Loss: 0.7734... Generator Loss: 2.1209
Epoch 1/2... Discriminator Loss: 0.7563... Generator Loss: 2.2972
Epoch 1/2... Discriminator Loss: 0.8908... Generator Loss: 1.3292
Epoch 1/2... Discriminator Loss: 0.7544... Generator Loss: 2.7844
Epoch 1/2... Discriminator Loss: 1.3236... Generator Loss: 0.7901
Epoch 1/2... Discriminator Loss: 0.8756... Generator Loss: 1.3993
Epoch 1/2... Discriminator Loss: 1.0283... Generator Loss: 1.0264
Epoch 1/2... Discriminator Loss: 0.6423... Generator Loss: 3.0297
Epoch 2/2... Discriminator Loss: 0.7645... Generator Loss: 2.1309
Epoch 2/2... Discriminator Loss: 0.8202... Generator Loss: 2.7107
Epoch 2/2... Discriminator Loss: 0.7346... Generator Loss: 2.2101
Epoch 2/2... Discriminator Loss: 0.9176... Generator Loss: 1.3344
Epoch 2/2... Discriminator Loss: 0.9513... Generator Loss: 1.1444
Epoch 2/2... Discriminator Loss: 0.8208... Generator Loss: 1.4744
Epoch 2/2... Discriminator Loss: 0.8951... Generator Loss: 1.2484
Epoch 2/2... Discriminator Loss: 0.8249... Generator Loss: 1.7455
Epoch 2/2... Discriminator Loss: 0.8541... Generator Loss: 1.4504
Epoch 2/2... Discriminator Loss: 0.8725... Generator Loss: 2.2382
Epoch 2/2... Discriminator Loss: 0.8774... Generator Loss: 1.3862
Epoch 2/2... Discriminator Loss: 1.2542... Generator Loss: 0.8383
Epoch 2/2... Discriminator Loss: 0.6811... Generator Loss: 2.4105
Epoch 2/2... Discriminator Loss: 1.0898... Generator Loss: 0.9924
Epoch 2/2... Discriminator Loss: 0.8710... Generator Loss: 1.4109
Epoch 2/2... Discriminator Loss: 1.4136... Generator Loss: 3.2306
Epoch 2/2... Discriminator Loss: 0.7919... Generator Loss: 1.5283
Epoch 2/2... Discriminator Loss: 1.8222... Generator Loss: 0.4980
Epoch 2/2... Discriminator Loss: 0.8073... Generator Loss: 1.4895
Epoch 2/2... Discriminator Loss: 1.1320... Generator Loss: 1.0602
Epoch 2/2... Discriminator Loss: 0.8824... Generator Loss: 1.3602
Epoch 2/2... Discriminator Loss: 0.9606... Generator Loss: 1.2376
Epoch 2/2... Discriminator Loss: 1.5640... Generator Loss: 0.8322
Epoch 2/2... Discriminator Loss: 0.7933... Generator Loss: 1.5403
Epoch 2/2... Discriminator Loss: 0.7179... Generator Loss: 1.8672
Epoch 2/2... Discriminator Loss: 0.9111... Generator Loss: 1.4135
Epoch 2/2... Discriminator Loss: 0.8056... Generator Loss: 1.5078
Epoch 2/2... Discriminator Loss: 0.7650... Generator Loss: 2.1842
Epoch 2/2... Discriminator Loss: 1.1644... Generator Loss: 1.0396
Epoch 2/2... Discriminator Loss: 2.1127... Generator Loss: 3.8417
Epoch 2/2... Discriminator Loss: 0.7896... Generator Loss: 1.7228
Epoch 2/2... Discriminator Loss: 0.6237... Generator Loss: 2.4337
Epoch 2/2... Discriminator Loss: 0.8697... Generator Loss: 2.2770
Epoch 2/2... Discriminator Loss: 0.8745... Generator Loss: 1.3180
Epoch 2/2... Discriminator Loss: 0.9663... Generator Loss: 1.9020
Epoch 2/2... Discriminator Loss: 2.3226... Generator Loss: 0.3302
Epoch 2/2... Discriminator Loss: 0.8199... Generator Loss: 2.4459
Epoch 2/2... Discriminator Loss: 0.7405... Generator Loss: 2.4661
Epoch 2/2... Discriminator Loss: 0.8645... Generator Loss: 1.4031
Epoch 2/2... Discriminator Loss: 0.6745... Generator Loss: 2.1100
Epoch 2/2... Discriminator Loss: 1.2505... Generator Loss: 1.0309
Epoch 2/2... Discriminator Loss: 0.8564... Generator Loss: 2.1215
Epoch 2/2... Discriminator Loss: 1.0662... Generator Loss: 1.0789
Epoch 2/2... Discriminator Loss: 1.2937... Generator Loss: 1.0491
Epoch 2/2... Discriminator Loss: 0.6761... Generator Loss: 2.0893
Epoch 2/2... Discriminator Loss: 0.7628... Generator Loss: 1.6157
Epoch 2/2... Discriminator Loss: 1.1667... Generator Loss: 0.8753
Epoch 2/2... Discriminator Loss: 0.8104... Generator Loss: 1.7484
Epoch 2/2... Discriminator Loss: 0.7449... Generator Loss: 1.6843
Epoch 2/2... Discriminator Loss: 1.4681... Generator Loss: 0.7048
Epoch 2/2... Discriminator Loss: 1.8278... Generator Loss: 0.5074
Epoch 2/2... Discriminator Loss: 0.6627... Generator Loss: 2.1737
Epoch 2/2... Discriminator Loss: 0.8136... Generator Loss: 1.6065
Epoch 2/2... Discriminator Loss: 1.1835... Generator Loss: 0.8448
Epoch 2/2... Discriminator Loss: 0.7834... Generator Loss: 1.5832
Epoch 2/2... Discriminator Loss: 1.1857... Generator Loss: 0.8405
Epoch 2/2... Discriminator Loss: 1.7088... Generator Loss: 0.5322
Epoch 2/2... Discriminator Loss: 0.8419... Generator Loss: 1.3387
Epoch 2/2... Discriminator Loss: 0.7240... Generator Loss: 2.2851
Epoch 2/2... Discriminator Loss: 0.7064... Generator Loss: 1.8934
Epoch 2/2... Discriminator Loss: 1.9587... Generator Loss: 0.5026
Epoch 2/2... Discriminator Loss: 0.8982... Generator Loss: 1.8652
Epoch 2/2... Discriminator Loss: 0.7756... Generator Loss: 1.7175
Epoch 2/2... Discriminator Loss: 0.6995... Generator Loss: 2.3043
Epoch 2/2... Discriminator Loss: 0.9471... Generator Loss: 1.2859
Epoch 2/2... Discriminator Loss: 0.8978... Generator Loss: 1.2454
Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.2879
Epoch 2/2... Discriminator Loss: 0.8787... Generator Loss: 2.5871
Epoch 2/2... Discriminator Loss: 1.3915... Generator Loss: 0.8454
Epoch 2/2... Discriminator Loss: 1.4902... Generator Loss: 0.5989
Epoch 2/2... Discriminator Loss: 1.2532... Generator Loss: 0.9953
Epoch 2/2... Discriminator Loss: 1.2030... Generator Loss: 1.1170
Epoch 2/2... Discriminator Loss: 1.0376... Generator Loss: 2.6355
Epoch 2/2... Discriminator Loss: 0.9411... Generator Loss: 1.4212
Epoch 2/2... Discriminator Loss: 0.7524... Generator Loss: 1.7378
Epoch 2/2... Discriminator Loss: 0.7466... Generator Loss: 1.8949
Epoch 2/2... Discriminator Loss: 0.8313... Generator Loss: 1.4318
Epoch 2/2... Discriminator Loss: 1.6807... Generator Loss: 0.7006
Epoch 2/2... Discriminator Loss: 0.9421... Generator Loss: 1.2076
Epoch 2/2... Discriminator Loss: 0.7884... Generator Loss: 1.8855
Epoch 2/2... Discriminator Loss: 1.7806... Generator Loss: 0.6156
Epoch 2/2... Discriminator Loss: 1.2738... Generator Loss: 0.7702
Epoch 2/2... Discriminator Loss: 0.8753... Generator Loss: 2.6043
Epoch 2/2... Discriminator Loss: 0.7914... Generator Loss: 2.4083
Epoch 2/2... Discriminator Loss: 0.8496... Generator Loss: 1.5927
Epoch 2/2... Discriminator Loss: 1.6624... Generator Loss: 0.4945
Epoch 2/2... Discriminator Loss: 1.0629... Generator Loss: 0.9708
Epoch 2/2... Discriminator Loss: 0.7354... Generator Loss: 1.7515
Epoch 2/2... Discriminator Loss: 0.7808... Generator Loss: 1.6423
Epoch 2/2... Discriminator Loss: 0.8068... Generator Loss: 1.4569
Epoch 2/2... Discriminator Loss: 1.0968... Generator Loss: 2.7632
Epoch 2/2... Discriminator Loss: 0.8124... Generator Loss: 1.5059
Epoch 2/2... Discriminator Loss: 1.2055... Generator Loss: 0.8897
Epoch 2/2... Discriminator Loss: 1.2160... Generator Loss: 0.9555
Epoch 2/2... Discriminator Loss: 1.4515... Generator Loss: 0.8133
Epoch 2/2... Discriminator Loss: 1.0396... Generator Loss: 1.2369
Epoch 2/2... Discriminator Loss: 2.1901... Generator Loss: 0.3896
Epoch 2/2... Discriminator Loss: 1.3060... Generator Loss: 0.7717
Epoch 2/2... Discriminator Loss: 0.9098... Generator Loss: 1.2693
Epoch 2/2... Discriminator Loss: 0.7789... Generator Loss: 2.1812
Epoch 2/2... Discriminator Loss: 0.7945... Generator Loss: 2.6099
Epoch 2/2... Discriminator Loss: 0.7868... Generator Loss: 1.6156
Epoch 2/2... Discriminator Loss: 1.0240... Generator Loss: 1.0680
Epoch 2/2... Discriminator Loss: 2.3600... Generator Loss: 0.3535
Epoch 2/2... Discriminator Loss: 0.7187... Generator Loss: 2.3531
Epoch 2/2... Discriminator Loss: 0.8877... Generator Loss: 1.3059
Epoch 2/2... Discriminator Loss: 1.4376... Generator Loss: 0.6870
Epoch 2/2... Discriminator Loss: 0.7018... Generator Loss: 2.0438
Epoch 2/2... Discriminator Loss: 0.8320... Generator Loss: 1.6125
Epoch 2/2... Discriminator Loss: 0.8031... Generator Loss: 1.7803
Epoch 2/2... Discriminator Loss: 0.9660... Generator Loss: 2.0124
Epoch 2/2... Discriminator Loss: 0.7562... Generator Loss: 2.2862
Epoch 2/2... Discriminator Loss: 0.8187... Generator Loss: 1.4819
Epoch 2/2... Discriminator Loss: 0.9069... Generator Loss: 1.2315
Epoch 2/2... Discriminator Loss: 0.7869... Generator Loss: 1.9153
Epoch 2/2... Discriminator Loss: 1.3103... Generator Loss: 0.6861
Epoch 2/2... Discriminator Loss: 0.9896... Generator Loss: 2.3421
Epoch 2/2... Discriminator Loss: 1.4250... Generator Loss: 0.6973
Epoch 2/2... Discriminator Loss: 0.8347... Generator Loss: 1.4192
Epoch 2/2... Discriminator Loss: 0.6736... Generator Loss: 2.5716
Epoch 2/2... Discriminator Loss: 1.1646... Generator Loss: 0.9208
Epoch 2/2... Discriminator Loss: 1.0271... Generator Loss: 3.3223
Epoch 2/2... Discriminator Loss: 0.9150... Generator Loss: 1.3177
Epoch 2/2... Discriminator Loss: 1.0884... Generator Loss: 0.9052
Epoch 2/2... Discriminator Loss: 2.0951... Generator Loss: 0.3521
Epoch 2/2... Discriminator Loss: 0.9471... Generator Loss: 1.1890
Epoch 2/2... Discriminator Loss: 0.7266... Generator Loss: 1.7612
Epoch 2/2... Discriminator Loss: 0.7554... Generator Loss: 2.1402
Epoch 2/2... Discriminator Loss: 0.7606... Generator Loss: 1.6363
Epoch 2/2... Discriminator Loss: 0.7815... Generator Loss: 1.6446
Epoch 2/2... Discriminator Loss: 0.9044... Generator Loss: 1.2366
Epoch 2/2... Discriminator Loss: 0.9781... Generator Loss: 1.1272
Epoch 2/2... Discriminator Loss: 0.7834... Generator Loss: 1.6366
Epoch 2/2... Discriminator Loss: 2.2285... Generator Loss: 0.3522
Epoch 2/2... Discriminator Loss: 0.8559... Generator Loss: 1.3753
Epoch 2/2... Discriminator Loss: 0.7491... Generator Loss: 2.7662
Epoch 2/2... Discriminator Loss: 0.8094... Generator Loss: 1.6122
Epoch 2/2... Discriminator Loss: 0.8152... Generator Loss: 1.8664
Epoch 2/2... Discriminator Loss: 1.1103... Generator Loss: 0.9073
Epoch 2/2... Discriminator Loss: 1.5428... Generator Loss: 0.7698
Epoch 2/2... Discriminator Loss: 0.7470... Generator Loss: 2.1359
Epoch 2/2... Discriminator Loss: 0.8745... Generator Loss: 1.2862
Epoch 2/2... Discriminator Loss: 0.8076... Generator Loss: 1.5595
Epoch 2/2... Discriminator Loss: 0.8811... Generator Loss: 1.4268
Epoch 2/2... Discriminator Loss: 0.7774... Generator Loss: 2.2147
Epoch 2/2... Discriminator Loss: 0.7056... Generator Loss: 1.9751
Epoch 2/2... Discriminator Loss: 0.7416... Generator Loss: 1.7681
Epoch 2/2... Discriminator Loss: 0.9100... Generator Loss: 1.3568
Epoch 2/2... Discriminator Loss: 1.3849... Generator Loss: 3.9548
Epoch 2/2... Discriminator Loss: 0.7261... Generator Loss: 1.8784
Epoch 2/2... Discriminator Loss: 0.9916... Generator Loss: 1.1400
Epoch 2/2... Discriminator Loss: 1.1643... Generator Loss: 0.8555
Epoch 2/2... Discriminator Loss: 0.6957... Generator Loss: 2.3159
Epoch 2/2... Discriminator Loss: 1.8457... Generator Loss: 0.4381
Epoch 2/2... Discriminator Loss: 1.0778... Generator Loss: 1.2437
Epoch 2/2... Discriminator Loss: 1.0195... Generator Loss: 1.0879
Epoch 2/2... Discriminator Loss: 1.2423... Generator Loss: 0.8624
Epoch 2/2... Discriminator Loss: 0.6851... Generator Loss: 2.1684
Epoch 2/2... Discriminator Loss: 1.6879... Generator Loss: 0.5474
Epoch 2/2... Discriminator Loss: 0.9848... Generator Loss: 1.1300
Epoch 2/2... Discriminator Loss: 1.9706... Generator Loss: 0.3980
Epoch 2/2... Discriminator Loss: 1.5572... Generator Loss: 0.5111
Epoch 2/2... Discriminator Loss: 0.7470... Generator Loss: 1.7047
Epoch 2/2... Discriminator Loss: 0.7471... Generator Loss: 1.8715
Epoch 2/2... Discriminator Loss: 0.7805... Generator Loss: 1.5273
Epoch 2/2... Discriminator Loss: 1.1446... Generator Loss: 1.1679
Epoch 2/2... Discriminator Loss: 0.7726... Generator Loss: 1.7981
Epoch 2/2... Discriminator Loss: 0.8770... Generator Loss: 1.3581
Epoch 2/2... Discriminator Loss: 0.9337... Generator Loss: 1.2076
Epoch 2/2... Discriminator Loss: 0.7347... Generator Loss: 1.7529
Epoch 2/2... Discriminator Loss: 0.9344... Generator Loss: 1.1091
Epoch 2/2... Discriminator Loss: 0.9151... Generator Loss: 1.2911
Epoch 2/2... Discriminator Loss: 0.8801... Generator Loss: 1.3780
Epoch 2/2... Discriminator Loss: 0.8029... Generator Loss: 1.6671
Epoch 2/2... Discriminator Loss: 0.7912... Generator Loss: 1.5576
Epoch 2/2... Discriminator Loss: 0.7273... Generator Loss: 1.9019
Epoch 2/2... Discriminator Loss: 1.5490... Generator Loss: 0.7013
Epoch 2/2... Discriminator Loss: 1.4293... Generator Loss: 3.6813
Epoch 2/2... Discriminator Loss: 0.9497... Generator Loss: 1.2960
Epoch 2/2... Discriminator Loss: 0.8962... Generator Loss: 1.3637
Epoch 2/2... Discriminator Loss: 0.9573... Generator Loss: 1.0988
Epoch 2/2... Discriminator Loss: 1.0042... Generator Loss: 1.0109
Epoch 2/2... Discriminator Loss: 0.8747... Generator Loss: 2.2860
Epoch 2/2... Discriminator Loss: 0.8195... Generator Loss: 2.3756
Epoch 2/2... Discriminator Loss: 0.8124... Generator Loss: 1.5591
Epoch 2/2... Discriminator Loss: 0.7422... Generator Loss: 1.9276
Epoch 2/2... Discriminator Loss: 0.8386... Generator Loss: 1.4520
Epoch 2/2... Discriminator Loss: 0.7277... Generator Loss: 2.1256
Epoch 2/2... Discriminator Loss: 0.7531... Generator Loss: 1.7680
Epoch 2/2... Discriminator Loss: 0.7703... Generator Loss: 1.9126
Epoch 2/2... Discriminator Loss: 1.1245... Generator Loss: 1.1735
Epoch 2/2... Discriminator Loss: 2.9408... Generator Loss: 5.2382
Epoch 2/2... Discriminator Loss: 0.9675... Generator Loss: 1.1856
Epoch 2/2... Discriminator Loss: 1.6508... Generator Loss: 0.7025
Epoch 2/2... Discriminator Loss: 0.7462... Generator Loss: 2.2200
Epoch 2/2... Discriminator Loss: 0.8332... Generator Loss: 1.4381
Epoch 2/2... Discriminator Loss: 0.7886... Generator Loss: 1.7507
Epoch 2/2... Discriminator Loss: 0.8158... Generator Loss: 1.5285
Epoch 2/2... Discriminator Loss: 0.7866... Generator Loss: 1.7394
Epoch 2/2... Discriminator Loss: 1.4303... Generator Loss: 0.9789
Epoch 2/2... Discriminator Loss: 0.8548... Generator Loss: 1.5157
Epoch 2/2... Discriminator Loss: 0.8955... Generator Loss: 1.3168
Epoch 2/2... Discriminator Loss: 0.9127... Generator Loss: 1.3752
Epoch 2/2... Discriminator Loss: 0.7695... Generator Loss: 1.6024
Epoch 2/2... Discriminator Loss: 0.8498... Generator Loss: 1.3922
Epoch 2/2... Discriminator Loss: 1.2326... Generator Loss: 2.7720
Epoch 2/2... Discriminator Loss: 0.8679... Generator Loss: 1.4115
Epoch 2/2... Discriminator Loss: 1.8051... Generator Loss: 4.1349
Epoch 2/2... Discriminator Loss: 0.9008... Generator Loss: 1.2852
Epoch 2/2... Discriminator Loss: 1.4221... Generator Loss: 0.6249
Epoch 2/2... Discriminator Loss: 0.7585... Generator Loss: 1.7532
Epoch 2/2... Discriminator Loss: 1.0630... Generator Loss: 1.1618
Epoch 2/2... Discriminator Loss: 0.7584... Generator Loss: 1.7916
Epoch 2/2... Discriminator Loss: 1.6980... Generator Loss: 0.4667
Epoch 2/2... Discriminator Loss: 0.6678... Generator Loss: 2.5531
Epoch 2/2... Discriminator Loss: 0.9723... Generator Loss: 1.1208
Epoch 2/2... Discriminator Loss: 0.9638... Generator Loss: 1.3370
Epoch 2/2... Discriminator Loss: 0.8489... Generator Loss: 1.3772
Epoch 2/2... Discriminator Loss: 0.7155... Generator Loss: 1.9152
Epoch 2/2... Discriminator Loss: 0.8143... Generator Loss: 1.6478
Epoch 2/2... Discriminator Loss: 0.8540... Generator Loss: 1.6533
Epoch 2/2... Discriminator Loss: 0.7543... Generator Loss: 1.8419
Epoch 2/2... Discriminator Loss: 0.7513... Generator Loss: 1.6716
Epoch 2/2... Discriminator Loss: 1.5059... Generator Loss: 0.7267
Epoch 2/2... Discriminator Loss: 0.7559... Generator Loss: 1.6407
Epoch 2/2... Discriminator Loss: 1.4463... Generator Loss: 0.6976
Epoch 2/2... Discriminator Loss: 0.7341... Generator Loss: 1.9281
Epoch 2/2... Discriminator Loss: 0.6989... Generator Loss: 2.0817
Epoch 2/2... Discriminator Loss: 0.8080... Generator Loss: 1.7119
Epoch 2/2... Discriminator Loss: 0.8462... Generator Loss: 1.6210
Epoch 2/2... Discriminator Loss: 0.8777... Generator Loss: 2.7830
Epoch 2/2... Discriminator Loss: 0.7673... Generator Loss: 1.8031
Epoch 2/2... Discriminator Loss: 1.0997... Generator Loss: 1.6056
Epoch 2/2... Discriminator Loss: 1.0690... Generator Loss: 1.0032
Epoch 2/2... Discriminator Loss: 1.8241... Generator Loss: 0.4464
Epoch 2/2... Discriminator Loss: 0.9731... Generator Loss: 1.2000
Epoch 2/2... Discriminator Loss: 1.5178... Generator Loss: 0.6112
Epoch 2/2... Discriminator Loss: 0.8512... Generator Loss: 1.3077
Epoch 2/2... Discriminator Loss: 0.8689... Generator Loss: 1.2627
Epoch 2/2... Discriminator Loss: 0.8833... Generator Loss: 1.3525
Epoch 2/2... Discriminator Loss: 1.0302... Generator Loss: 1.3343
Epoch 2/2... Discriminator Loss: 0.8461... Generator Loss: 2.1924
Epoch 2/2... Discriminator Loss: 0.9272... Generator Loss: 1.1956
Epoch 2/2... Discriminator Loss: 0.8024... Generator Loss: 2.4020
Epoch 2/2... Discriminator Loss: 0.8035... Generator Loss: 1.6029
Epoch 2/2... Discriminator Loss: 0.8207... Generator Loss: 1.5507
Epoch 2/2... Discriminator Loss: 0.7374... Generator Loss: 1.9477
Epoch 2/2... Discriminator Loss: 1.0402... Generator Loss: 0.9884
Epoch 2/2... Discriminator Loss: 0.6845... Generator Loss: 2.3044
Epoch 2/2... Discriminator Loss: 0.9147... Generator Loss: 1.2095
Epoch 2/2... Discriminator Loss: 0.8397... Generator Loss: 1.3437
Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.2876
Epoch 2/2... Discriminator Loss: 1.0311... Generator Loss: 1.1292
Epoch 2/2... Discriminator Loss: 0.9342... Generator Loss: 1.2933
Epoch 2/2... Discriminator Loss: 1.8315... Generator Loss: 3.3627
Epoch 2/2... Discriminator Loss: 0.6633... Generator Loss: 2.5232
Epoch 2/2... Discriminator Loss: 1.2435... Generator Loss: 1.0364
Epoch 2/2... Discriminator Loss: 0.7553... Generator Loss: 1.7095
Epoch 2/2... Discriminator Loss: 0.6707... Generator Loss: 2.2582
Epoch 2/2... Discriminator Loss: 1.0095... Generator Loss: 1.1732
Epoch 2/2... Discriminator Loss: 0.7389... Generator Loss: 1.7600
Epoch 2/2... Discriminator Loss: 1.1473... Generator Loss: 0.9308
Epoch 2/2... Discriminator Loss: 1.2061... Generator Loss: 0.8515
Epoch 2/2... Discriminator Loss: 0.7305... Generator Loss: 2.4588
Epoch 2/2... Discriminator Loss: 0.8998... Generator Loss: 1.3879
Epoch 2/2... Discriminator Loss: 0.8137... Generator Loss: 1.5371
Epoch 2/2... Discriminator Loss: 0.8924... Generator Loss: 2.1679
Epoch 2/2... Discriminator Loss: 0.8101... Generator Loss: 1.5058
Epoch 2/2... Discriminator Loss: 1.7506... Generator Loss: 0.6307
Epoch 2/2... Discriminator Loss: 0.7730... Generator Loss: 2.3486
Epoch 2/2... Discriminator Loss: 0.7149... Generator Loss: 1.9151
Epoch 2/2... Discriminator Loss: 1.0631... Generator Loss: 1.1027
Epoch 2/2... Discriminator Loss: 0.9432... Generator Loss: 1.6364
Epoch 2/2... Discriminator Loss: 0.9354... Generator Loss: 1.3204
Epoch 2/2... Discriminator Loss: 1.3735... Generator Loss: 0.7370
Epoch 2/2... Discriminator Loss: 1.1861... Generator Loss: 0.8439
Epoch 2/2... Discriminator Loss: 1.5427... Generator Loss: 0.7295
Epoch 2/2... Discriminator Loss: 1.3086... Generator Loss: 0.8851
Epoch 2/2... Discriminator Loss: 0.7910... Generator Loss: 1.5812
Epoch 2/2... Discriminator Loss: 0.8767... Generator Loss: 1.2866
Epoch 2/2... Discriminator Loss: 0.9050... Generator Loss: 1.5007
Epoch 2/2... Discriminator Loss: 0.7887... Generator Loss: 1.5948
Epoch 2/2... Discriminator Loss: 0.9533... Generator Loss: 1.2882
Epoch 2/2... Discriminator Loss: 1.3439... Generator Loss: 0.8679
Epoch 2/2... Discriminator Loss: 0.9892... Generator Loss: 1.0842
Epoch 2/2... Discriminator Loss: 0.9620... Generator Loss: 1.2327
Epoch 2/2... Discriminator Loss: 1.1805... Generator Loss: 0.8819
Epoch 2/2... Discriminator Loss: 0.6724... Generator Loss: 2.1170
Epoch 2/2... Discriminator Loss: 1.0495... Generator Loss: 1.1622
Epoch 2/2... Discriminator Loss: 0.8009... Generator Loss: 1.5588
Epoch 2/2... Discriminator Loss: 0.8644... Generator Loss: 1.4092
Epoch 2/2... Discriminator Loss: 1.3489... Generator Loss: 0.8747
Epoch 2/2... Discriminator Loss: 1.2005... Generator Loss: 1.0059
Epoch 2/2... Discriminator Loss: 0.8875... Generator Loss: 1.4094
Epoch 2/2... Discriminator Loss: 1.0616... Generator Loss: 2.9841
Epoch 2/2... Discriminator Loss: 1.0347... Generator Loss: 1.0720
Epoch 2/2... Discriminator Loss: 0.7486... Generator Loss: 1.9611
Epoch 2/2... Discriminator Loss: 1.1099... Generator Loss: 1.1657
Epoch 2/2... Discriminator Loss: 1.0202... Generator Loss: 1.0554
Epoch 2/2... Discriminator Loss: 0.9232... Generator Loss: 1.6164
Epoch 2/2... Discriminator Loss: 1.1781... Generator Loss: 0.9632
Epoch 2/2... Discriminator Loss: 0.7974... Generator Loss: 1.8104
Epoch 2/2... Discriminator Loss: 0.7152... Generator Loss: 1.8942
Epoch 2/2... Discriminator Loss: 1.6149... Generator Loss: 0.5701
Epoch 2/2... Discriminator Loss: 0.8743... Generator Loss: 1.5246
Epoch 2/2... Discriminator Loss: 0.7520... Generator Loss: 1.7895
Epoch 2/2... Discriminator Loss: 0.9897... Generator Loss: 1.1247
Epoch 2/2... Discriminator Loss: 0.6879... Generator Loss: 2.2487
Epoch 2/2... Discriminator Loss: 0.8378... Generator Loss: 1.9289
Epoch 2/2... Discriminator Loss: 0.7263... Generator Loss: 1.9887
Epoch 2/2... Discriminator Loss: 0.7246... Generator Loss: 2.4178
Epoch 2/2... Discriminator Loss: 1.1144... Generator Loss: 3.5280
Epoch 2/2... Discriminator Loss: 0.8093... Generator Loss: 1.4364
Epoch 2/2... Discriminator Loss: 0.8651... Generator Loss: 1.5416
Epoch 2/2... Discriminator Loss: 1.0670... Generator Loss: 3.4158
Epoch 2/2... Discriminator Loss: 0.9158... Generator Loss: 1.2599
Epoch 2/2... Discriminator Loss: 0.8895... Generator Loss: 1.3357
Epoch 2/2... Discriminator Loss: 0.7915... Generator Loss: 1.6350
Epoch 2/2... Discriminator Loss: 1.4583... Generator Loss: 0.6522
Epoch 2/2... Discriminator Loss: 0.8301... Generator Loss: 2.3030
Epoch 2/2... Discriminator Loss: 0.9159... Generator Loss: 1.3055
Epoch 2/2... Discriminator Loss: 0.9591... Generator Loss: 1.1864
Epoch 2/2... Discriminator Loss: 0.7678... Generator Loss: 1.9209
Epoch 2/2... Discriminator Loss: 1.1928... Generator Loss: 0.8547
Epoch 2/2... Discriminator Loss: 0.8436... Generator Loss: 1.9602
Epoch 2/2... Discriminator Loss: 0.7465... Generator Loss: 1.7172
Epoch 2/2... Discriminator Loss: 1.2684... Generator Loss: 0.8591
Epoch 2/2... Discriminator Loss: 0.9207... Generator Loss: 1.2472
Epoch 2/2... Discriminator Loss: 0.7726... Generator Loss: 1.6861
Epoch 2/2... Discriminator Loss: 0.8942... Generator Loss: 1.3323
Epoch 2/2... Discriminator Loss: 1.1233... Generator Loss: 1.0584
Epoch 2/2... Discriminator Loss: 0.9286... Generator Loss: 1.3431
Epoch 2/2... Discriminator Loss: 0.8563... Generator Loss: 2.3644
Epoch 2/2... Discriminator Loss: 0.8160... Generator Loss: 1.5173
Epoch 2/2... Discriminator Loss: 0.8476... Generator Loss: 1.3453
Epoch 2/2... Discriminator Loss: 0.9449... Generator Loss: 1.2534
Epoch 2/2... Discriminator Loss: 0.8587... Generator Loss: 1.5136
Epoch 2/2... Discriminator Loss: 0.7759... Generator Loss: 2.2473
Epoch 2/2... Discriminator Loss: 1.3869... Generator Loss: 2.2382
Epoch 2/2... Discriminator Loss: 0.8776... Generator Loss: 1.4544
Epoch 2/2... Discriminator Loss: 0.9284... Generator Loss: 1.2832
Epoch 2/2... Discriminator Loss: 0.7584... Generator Loss: 1.6837
Epoch 2/2... Discriminator Loss: 0.8203... Generator Loss: 1.8887
Epoch 2/2... Discriminator Loss: 0.8135... Generator Loss: 1.9594
Epoch 2/2... Discriminator Loss: 0.8893... Generator Loss: 1.6152
Epoch 2/2... Discriminator Loss: 0.7277... Generator Loss: 2.4373
Epoch 2/2... Discriminator Loss: 0.8367... Generator Loss: 1.4113
Epoch 2/2... Discriminator Loss: 0.8399... Generator Loss: 1.4412
Epoch 2/2... Discriminator Loss: 0.7078... Generator Loss: 2.0911
Epoch 2/2... Discriminator Loss: 0.8808... Generator Loss: 1.4432
Epoch 2/2... Discriminator Loss: 1.1554... Generator Loss: 2.9680
Epoch 2/2... Discriminator Loss: 1.2439... Generator Loss: 0.8508
Epoch 2/2... Discriminator Loss: 1.4022... Generator Loss: 0.7129
Epoch 2/2... Discriminator Loss: 0.7706... Generator Loss: 1.6429
Epoch 2/2... Discriminator Loss: 0.7181... Generator Loss: 2.3295
Epoch 2/2... Discriminator Loss: 0.6851... Generator Loss: 2.3071
Epoch 2/2... Discriminator Loss: 0.9643... Generator Loss: 2.1390
Epoch 2/2... Discriminator Loss: 0.8204... Generator Loss: 1.4252
Epoch 2/2... Discriminator Loss: 1.1565... Generator Loss: 0.7832
Epoch 2/2... Discriminator Loss: 0.8739... Generator Loss: 1.3855
Epoch 2/2... Discriminator Loss: 0.7546... Generator Loss: 1.7723
Epoch 2/2... Discriminator Loss: 0.7453... Generator Loss: 2.1131
Epoch 2/2... Discriminator Loss: 1.2499... Generator Loss: 3.1664
Epoch 2/2... Discriminator Loss: 1.2652... Generator Loss: 1.0429
Epoch 2/2... Discriminator Loss: 0.8161... Generator Loss: 1.5725
Epoch 2/2... Discriminator Loss: 0.9126... Generator Loss: 2.0071
Epoch 2/2... Discriminator Loss: 0.7615... Generator Loss: 2.3101
Epoch 2/2... Discriminator Loss: 1.1815... Generator Loss: 0.8534
Epoch 2/2... Discriminator Loss: 0.9688... Generator Loss: 1.1107
Epoch 2/2... Discriminator Loss: 1.5210... Generator Loss: 4.3340
Epoch 2/2... Discriminator Loss: 0.7037... Generator Loss: 1.9666
Epoch 2/2... Discriminator Loss: 1.2522... Generator Loss: 0.8170
Epoch 2/2... Discriminator Loss: 0.8388... Generator Loss: 1.4844
Epoch 2/2... Discriminator Loss: 0.8623... Generator Loss: 1.3662
Epoch 2/2... Discriminator Loss: 0.8064... Generator Loss: 1.9069

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [14]:
batch_size = 16
z_dim = 64
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 2.6635... Generator Loss: 0.2675
Epoch 1/1... Discriminator Loss: 4.6404... Generator Loss: 0.0222
Epoch 1/1... Discriminator Loss: 0.5997... Generator Loss: 17.6954
Epoch 1/1... Discriminator Loss: 0.6490... Generator Loss: 5.3087
Epoch 1/1... Discriminator Loss: 0.5570... Generator Loss: 3.7793
Epoch 1/1... Discriminator Loss: 2.3933... Generator Loss: 0.1659
Epoch 1/1... Discriminator Loss: 0.5531... Generator Loss: 2.6736
Epoch 1/1... Discriminator Loss: 1.0832... Generator Loss: 1.4400
Epoch 1/1... Discriminator Loss: 0.9268... Generator Loss: 2.1777
Epoch 1/1... Discriminator Loss: 0.8227... Generator Loss: 1.3807
Epoch 1/1... Discriminator Loss: 1.1117... Generator Loss: 0.7185
Epoch 1/1... Discriminator Loss: 1.0948... Generator Loss: 0.8351
Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.6834
Epoch 1/1... Discriminator Loss: 0.7976... Generator Loss: 1.2608
Epoch 1/1... Discriminator Loss: 0.5128... Generator Loss: 2.5563
Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 2.5280
Epoch 1/1... Discriminator Loss: 0.8075... Generator Loss: 1.1300
Epoch 1/1... Discriminator Loss: 1.1061... Generator Loss: 1.5614
Epoch 1/1... Discriminator Loss: 0.8965... Generator Loss: 1.2147
Epoch 1/1... Discriminator Loss: 0.9944... Generator Loss: 2.7929
Epoch 1/1... Discriminator Loss: 0.7586... Generator Loss: 1.4039
Epoch 1/1... Discriminator Loss: 0.8851... Generator Loss: 1.0123
Epoch 1/1... Discriminator Loss: 0.6832... Generator Loss: 2.5324
Epoch 1/1... Discriminator Loss: 0.8814... Generator Loss: 1.3522
Epoch 1/1... Discriminator Loss: 1.1979... Generator Loss: 0.7788
Epoch 1/1... Discriminator Loss: 1.2079... Generator Loss: 1.2611
Epoch 1/1... Discriminator Loss: 0.7197... Generator Loss: 1.5255
Epoch 1/1... Discriminator Loss: 0.6785... Generator Loss: 1.5434
Epoch 1/1... Discriminator Loss: 0.9885... Generator Loss: 0.8975
Epoch 1/1... Discriminator Loss: 0.7476... Generator Loss: 1.3318
Epoch 1/1... Discriminator Loss: 0.6734... Generator Loss: 1.8879
Epoch 1/1... Discriminator Loss: 1.7991... Generator Loss: 3.9891
Epoch 1/1... Discriminator Loss: 1.6703... Generator Loss: 0.4212
Epoch 1/1... Discriminator Loss: 1.5421... Generator Loss: 0.5783
Epoch 1/1... Discriminator Loss: 1.5826... Generator Loss: 0.4993
Epoch 1/1... Discriminator Loss: 0.8584... Generator Loss: 1.4558
Epoch 1/1... Discriminator Loss: 1.1487... Generator Loss: 0.8784
Epoch 1/1... Discriminator Loss: 0.8865... Generator Loss: 1.9909
Epoch 1/1... Discriminator Loss: 0.8908... Generator Loss: 1.2086
Epoch 1/1... Discriminator Loss: 1.0031... Generator Loss: 0.9855
Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.9865
Epoch 1/1... Discriminator Loss: 1.5870... Generator Loss: 0.4135
Epoch 1/1... Discriminator Loss: 1.2102... Generator Loss: 0.6687
Epoch 1/1... Discriminator Loss: 0.7906... Generator Loss: 1.7788
Epoch 1/1... Discriminator Loss: 2.1516... Generator Loss: 0.3743
Epoch 1/1... Discriminator Loss: 1.0663... Generator Loss: 0.6869
Epoch 1/1... Discriminator Loss: 1.1367... Generator Loss: 2.2093
Epoch 1/1... Discriminator Loss: 1.5369... Generator Loss: 0.4613
Epoch 1/1... Discriminator Loss: 0.8381... Generator Loss: 1.1308
Epoch 1/1... Discriminator Loss: 1.1380... Generator Loss: 0.8204
Epoch 1/1... Discriminator Loss: 1.1483... Generator Loss: 0.7581
Epoch 1/1... Discriminator Loss: 0.7018... Generator Loss: 1.6251
Epoch 1/1... Discriminator Loss: 0.6963... Generator Loss: 1.5230
Epoch 1/1... Discriminator Loss: 1.0761... Generator Loss: 0.8307
Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 2.4963
Epoch 1/1... Discriminator Loss: 1.0924... Generator Loss: 0.8606
Epoch 1/1... Discriminator Loss: 1.4126... Generator Loss: 0.4693
Epoch 1/1... Discriminator Loss: 0.9107... Generator Loss: 1.2108
Epoch 1/1... Discriminator Loss: 1.0651... Generator Loss: 2.2131
Epoch 1/1... Discriminator Loss: 0.8908... Generator Loss: 0.9700
Epoch 1/1... Discriminator Loss: 1.5264... Generator Loss: 0.4727
Epoch 1/1... Discriminator Loss: 1.7077... Generator Loss: 0.3896
Epoch 1/1... Discriminator Loss: 0.8697... Generator Loss: 2.1902
Epoch 1/1... Discriminator Loss: 0.9070... Generator Loss: 1.2958
Epoch 1/1... Discriminator Loss: 0.9012... Generator Loss: 1.0022
Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 0.7100
Epoch 1/1... Discriminator Loss: 1.1467... Generator Loss: 0.6772
Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 1.3016
Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.9418
Epoch 1/1... Discriminator Loss: 1.4278... Generator Loss: 0.4229
Epoch 1/1... Discriminator Loss: 0.8517... Generator Loss: 1.1015
Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 0.5230
Epoch 1/1... Discriminator Loss: 1.4199... Generator Loss: 0.5978
Epoch 1/1... Discriminator Loss: 0.8662... Generator Loss: 1.5871
Epoch 1/1... Discriminator Loss: 1.2682... Generator Loss: 0.6300
Epoch 1/1... Discriminator Loss: 0.9830... Generator Loss: 1.1393
Epoch 1/1... Discriminator Loss: 0.7128... Generator Loss: 1.7024
Epoch 1/1... Discriminator Loss: 1.9617... Generator Loss: 0.2635
Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.6425
Epoch 1/1... Discriminator Loss: 0.8810... Generator Loss: 1.7054
Epoch 1/1... Discriminator Loss: 0.6555... Generator Loss: 1.4767
Epoch 1/1... Discriminator Loss: 0.9380... Generator Loss: 0.9733
Epoch 1/1... Discriminator Loss: 0.9078... Generator Loss: 2.4473
Epoch 1/1... Discriminator Loss: 1.1310... Generator Loss: 1.2948
Epoch 1/1... Discriminator Loss: 1.0425... Generator Loss: 1.3108
Epoch 1/1... Discriminator Loss: 0.8350... Generator Loss: 1.5290
Epoch 1/1... Discriminator Loss: 0.9772... Generator Loss: 0.9077
Epoch 1/1... Discriminator Loss: 0.8249... Generator Loss: 1.5621
Epoch 1/1... Discriminator Loss: 0.6525... Generator Loss: 1.8978
Epoch 1/1... Discriminator Loss: 0.5849... Generator Loss: 1.6906
Epoch 1/1... Discriminator Loss: 0.8644... Generator Loss: 1.0419
Epoch 1/1... Discriminator Loss: 1.7353... Generator Loss: 0.3577
Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 1.2316
Epoch 1/1... Discriminator Loss: 0.9459... Generator Loss: 0.9137
Epoch 1/1... Discriminator Loss: 0.9145... Generator Loss: 1.3813
Epoch 1/1... Discriminator Loss: 0.9237... Generator Loss: 1.1781
Epoch 1/1... Discriminator Loss: 0.9533... Generator Loss: 1.1184
Epoch 1/1... Discriminator Loss: 1.4142... Generator Loss: 0.4880
Epoch 1/1... Discriminator Loss: 0.8577... Generator Loss: 1.7742
Epoch 1/1... Discriminator Loss: 0.7904... Generator Loss: 1.3594
Epoch 1/1... Discriminator Loss: 1.0282... Generator Loss: 1.9072
Epoch 1/1... Discriminator Loss: 0.9802... Generator Loss: 2.3161
Epoch 1/1... Discriminator Loss: 1.8360... Generator Loss: 0.2998
Epoch 1/1... Discriminator Loss: 1.1156... Generator Loss: 1.1520
Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 1.1140
Epoch 1/1... Discriminator Loss: 1.3957... Generator Loss: 0.5301
Epoch 1/1... Discriminator Loss: 0.5953... Generator Loss: 1.8234
Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 1.6417
Epoch 1/1... Discriminator Loss: 1.4355... Generator Loss: 0.4262
Epoch 1/1... Discriminator Loss: 1.8112... Generator Loss: 0.3157
Epoch 1/1... Discriminator Loss: 0.6078... Generator Loss: 1.5750
Epoch 1/1... Discriminator Loss: 0.7901... Generator Loss: 1.2476
Epoch 1/1... Discriminator Loss: 1.0387... Generator Loss: 0.9253
Epoch 1/1... Discriminator Loss: 0.7542... Generator Loss: 1.3035
Epoch 1/1... Discriminator Loss: 0.9724... Generator Loss: 1.1769
Epoch 1/1... Discriminator Loss: 0.7093... Generator Loss: 1.4493
Epoch 1/1... Discriminator Loss: 0.9912... Generator Loss: 0.8448
Epoch 1/1... Discriminator Loss: 0.9957... Generator Loss: 0.8550
Epoch 1/1... Discriminator Loss: 1.4611... Generator Loss: 0.4825
Epoch 1/1... Discriminator Loss: 0.8840... Generator Loss: 0.9864
Epoch 1/1... Discriminator Loss: 0.7051... Generator Loss: 1.5861
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 1.0870
Epoch 1/1... Discriminator Loss: 2.8440... Generator Loss: 5.7085
Epoch 1/1... Discriminator Loss: 1.1421... Generator Loss: 1.0917
Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 0.6669
Epoch 1/1... Discriminator Loss: 0.7338... Generator Loss: 1.2495
Epoch 1/1... Discriminator Loss: 0.8477... Generator Loss: 1.0100
Epoch 1/1... Discriminator Loss: 1.7224... Generator Loss: 0.3487
Epoch 1/1... Discriminator Loss: 0.4473... Generator Loss: 2.5923
Epoch 1/1... Discriminator Loss: 0.6656... Generator Loss: 1.4731
Epoch 1/1... Discriminator Loss: 1.5075... Generator Loss: 0.5570
Epoch 1/1... Discriminator Loss: 0.7080... Generator Loss: 1.8748
Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 0.8240
Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 1.2847
Epoch 1/1... Discriminator Loss: 0.6365... Generator Loss: 1.8291
Epoch 1/1... Discriminator Loss: 0.8271... Generator Loss: 1.5841
Epoch 1/1... Discriminator Loss: 0.9179... Generator Loss: 1.4950
Epoch 1/1... Discriminator Loss: 1.1730... Generator Loss: 0.6160
Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 0.9611
Epoch 1/1... Discriminator Loss: 0.6016... Generator Loss: 1.8034
Epoch 1/1... Discriminator Loss: 0.8873... Generator Loss: 0.9971
Epoch 1/1... Discriminator Loss: 0.6079... Generator Loss: 2.0079
Epoch 1/1... Discriminator Loss: 0.9313... Generator Loss: 0.9050
Epoch 1/1... Discriminator Loss: 0.9945... Generator Loss: 0.7858
Epoch 1/1... Discriminator Loss: 0.8130... Generator Loss: 1.1529
Epoch 1/1... Discriminator Loss: 2.4700... Generator Loss: 0.1797
Epoch 1/1... Discriminator Loss: 1.3766... Generator Loss: 0.5036
Epoch 1/1... Discriminator Loss: 0.7575... Generator Loss: 1.1314
Epoch 1/1... Discriminator Loss: 1.0375... Generator Loss: 2.3177
Epoch 1/1... Discriminator Loss: 1.1467... Generator Loss: 0.8961
Epoch 1/1... Discriminator Loss: 0.7564... Generator Loss: 1.8849
Epoch 1/1... Discriminator Loss: 1.1208... Generator Loss: 0.6791
Epoch 1/1... Discriminator Loss: 0.9362... Generator Loss: 1.2376
Epoch 1/1... Discriminator Loss: 0.3916... Generator Loss: 3.7251
Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 2.5138
Epoch 1/1... Discriminator Loss: 1.1153... Generator Loss: 0.8234
Epoch 1/1... Discriminator Loss: 2.2723... Generator Loss: 0.1799
Epoch 1/1... Discriminator Loss: 0.5583... Generator Loss: 2.7827
Epoch 1/1... Discriminator Loss: 1.4552... Generator Loss: 0.4726
Epoch 1/1... Discriminator Loss: 1.0350... Generator Loss: 1.9115
Epoch 1/1... Discriminator Loss: 0.8288... Generator Loss: 1.2012
Epoch 1/1... Discriminator Loss: 0.7583... Generator Loss: 2.6290
Epoch 1/1... Discriminator Loss: 0.6931... Generator Loss: 1.9193
Epoch 1/1... Discriminator Loss: 0.9034... Generator Loss: 1.0217
Epoch 1/1... Discriminator Loss: 0.9104... Generator Loss: 1.0172
Epoch 1/1... Discriminator Loss: 0.5400... Generator Loss: 1.9649
Epoch 1/1... Discriminator Loss: 0.5214... Generator Loss: 1.9528
Epoch 1/1... Discriminator Loss: 0.7429... Generator Loss: 1.4239
Epoch 1/1... Discriminator Loss: 2.1670... Generator Loss: 0.2103
Epoch 1/1... Discriminator Loss: 0.7415... Generator Loss: 2.4464
Epoch 1/1... Discriminator Loss: 0.6879... Generator Loss: 1.3830
Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.6289
Epoch 1/1... Discriminator Loss: 1.1048... Generator Loss: 0.7109
Epoch 1/1... Discriminator Loss: 0.8440... Generator Loss: 1.0460
Epoch 1/1... Discriminator Loss: 0.6565... Generator Loss: 2.6259
Epoch 1/1... Discriminator Loss: 0.6126... Generator Loss: 3.5462
Epoch 1/1... Discriminator Loss: 0.7230... Generator Loss: 1.5781
Epoch 1/1... Discriminator Loss: 2.1131... Generator Loss: 0.2578
Epoch 1/1... Discriminator Loss: 0.9265... Generator Loss: 0.9689
Epoch 1/1... Discriminator Loss: 0.8530... Generator Loss: 1.0943
Epoch 1/1... Discriminator Loss: 1.0044... Generator Loss: 0.8150
Epoch 1/1... Discriminator Loss: 0.7634... Generator Loss: 1.3481
Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 0.7896
Epoch 1/1... Discriminator Loss: 2.4975... Generator Loss: 0.1491
Epoch 1/1... Discriminator Loss: 0.7547... Generator Loss: 1.2502
Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 1.0218
Epoch 1/1... Discriminator Loss: 0.6140... Generator Loss: 1.7001
Epoch 1/1... Discriminator Loss: 2.0588... Generator Loss: 0.2375
Epoch 1/1... Discriminator Loss: 0.9855... Generator Loss: 1.5040
Epoch 1/1... Discriminator Loss: 0.6135... Generator Loss: 2.4977
Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.5376
Epoch 1/1... Discriminator Loss: 1.2711... Generator Loss: 0.7861
Epoch 1/1... Discriminator Loss: 0.7911... Generator Loss: 1.1249
Epoch 1/1... Discriminator Loss: 1.2770... Generator Loss: 0.5614
Epoch 1/1... Discriminator Loss: 1.4010... Generator Loss: 0.4626
Epoch 1/1... Discriminator Loss: 0.8898... Generator Loss: 0.9435
Epoch 1/1... Discriminator Loss: 0.7687... Generator Loss: 1.3181
Epoch 1/1... Discriminator Loss: 1.3577... Generator Loss: 0.6109
Epoch 1/1... Discriminator Loss: 0.9822... Generator Loss: 0.9625
Epoch 1/1... Discriminator Loss: 0.8567... Generator Loss: 1.1933
Epoch 1/1... Discriminator Loss: 0.9401... Generator Loss: 0.9381
Epoch 1/1... Discriminator Loss: 0.6608... Generator Loss: 1.6133
Epoch 1/1... Discriminator Loss: 0.8343... Generator Loss: 1.8201
Epoch 1/1... Discriminator Loss: 0.6136... Generator Loss: 1.6745
Epoch 1/1... Discriminator Loss: 0.9645... Generator Loss: 0.8279
Epoch 1/1... Discriminator Loss: 1.3851... Generator Loss: 0.4934
Epoch 1/1... Discriminator Loss: 0.7626... Generator Loss: 1.7958
Epoch 1/1... Discriminator Loss: 0.8728... Generator Loss: 0.9152
Epoch 1/1... Discriminator Loss: 1.3964... Generator Loss: 0.5143
Epoch 1/1... Discriminator Loss: 0.7062... Generator Loss: 1.2410
Epoch 1/1... Discriminator Loss: 1.4256... Generator Loss: 0.4428
Epoch 1/1... Discriminator Loss: 0.8051... Generator Loss: 1.2529
Epoch 1/1... Discriminator Loss: 0.6351... Generator Loss: 1.4984
Epoch 1/1... Discriminator Loss: 0.4664... Generator Loss: 2.8249
Epoch 1/1... Discriminator Loss: 0.7268... Generator Loss: 1.6588
Epoch 1/1... Discriminator Loss: 1.0011... Generator Loss: 0.8543
Epoch 1/1... Discriminator Loss: 1.2280... Generator Loss: 0.6492
Epoch 1/1... Discriminator Loss: 1.4862... Generator Loss: 0.3869
Epoch 1/1... Discriminator Loss: 1.5268... Generator Loss: 0.3875
Epoch 1/1... Discriminator Loss: 0.8049... Generator Loss: 2.2141
Epoch 1/1... Discriminator Loss: 0.9741... Generator Loss: 0.8355
Epoch 1/1... Discriminator Loss: 2.1189... Generator Loss: 0.2436
Epoch 1/1... Discriminator Loss: 1.6640... Generator Loss: 0.3369
Epoch 1/1... Discriminator Loss: 1.0849... Generator Loss: 0.7061
Epoch 1/1... Discriminator Loss: 1.2362... Generator Loss: 0.6287
Epoch 1/1... Discriminator Loss: 1.5207... Generator Loss: 3.6249
Epoch 1/1... Discriminator Loss: 1.6612... Generator Loss: 0.3477
Epoch 1/1... Discriminator Loss: 1.0226... Generator Loss: 0.7264
Epoch 1/1... Discriminator Loss: 0.9459... Generator Loss: 0.8596
Epoch 1/1... Discriminator Loss: 0.5538... Generator Loss: 2.0841
Epoch 1/1... Discriminator Loss: 1.0106... Generator Loss: 3.6010
Epoch 1/1... Discriminator Loss: 0.9261... Generator Loss: 1.0083
Epoch 1/1... Discriminator Loss: 0.7289... Generator Loss: 1.2935
Epoch 1/1... Discriminator Loss: 0.5743... Generator Loss: 3.0562
Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 0.7541
Epoch 1/1... Discriminator Loss: 0.4446... Generator Loss: 2.9533
Epoch 1/1... Discriminator Loss: 1.0624... Generator Loss: 0.8592
Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 0.9044
Epoch 1/1... Discriminator Loss: 0.5997... Generator Loss: 2.5740
Epoch 1/1... Discriminator Loss: 2.2511... Generator Loss: 0.2401
Epoch 1/1... Discriminator Loss: 1.0416... Generator Loss: 0.7234
Epoch 1/1... Discriminator Loss: 0.4508... Generator Loss: 2.7538
Epoch 1/1... Discriminator Loss: 1.0266... Generator Loss: 0.8041
Epoch 1/1... Discriminator Loss: 2.0071... Generator Loss: 0.2567
Epoch 1/1... Discriminator Loss: 0.9619... Generator Loss: 1.0024
Epoch 1/1... Discriminator Loss: 1.2709... Generator Loss: 1.2364
Epoch 1/1... Discriminator Loss: 0.7959... Generator Loss: 1.7792
Epoch 1/1... Discriminator Loss: 0.7847... Generator Loss: 1.1057
Epoch 1/1... Discriminator Loss: 0.4984... Generator Loss: 3.2023
Epoch 1/1... Discriminator Loss: 0.5710... Generator Loss: 1.7376
Epoch 1/1... Discriminator Loss: 0.9458... Generator Loss: 0.8511
Epoch 1/1... Discriminator Loss: 0.6140... Generator Loss: 1.6612
Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.3950
Epoch 1/1... Discriminator Loss: 0.5686... Generator Loss: 1.8445
Epoch 1/1... Discriminator Loss: 1.1337... Generator Loss: 0.6541
Epoch 1/1... Discriminator Loss: 1.8638... Generator Loss: 0.2735
Epoch 1/1... Discriminator Loss: 1.2314... Generator Loss: 0.6883
Epoch 1/1... Discriminator Loss: 0.8622... Generator Loss: 1.1241
Epoch 1/1... Discriminator Loss: 0.9170... Generator Loss: 1.8510
Epoch 1/1... Discriminator Loss: 0.6612... Generator Loss: 1.3899
Epoch 1/1... Discriminator Loss: 0.8510... Generator Loss: 1.1814
Epoch 1/1... Discriminator Loss: 0.8151... Generator Loss: 1.3594
Epoch 1/1... Discriminator Loss: 0.8707... Generator Loss: 1.1996
Epoch 1/1... Discriminator Loss: 1.1318... Generator Loss: 0.6397
Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 1.3081
Epoch 1/1... Discriminator Loss: 1.0133... Generator Loss: 1.0194
Epoch 1/1... Discriminator Loss: 1.7425... Generator Loss: 0.2961
Epoch 1/1... Discriminator Loss: 0.9722... Generator Loss: 1.9854
Epoch 1/1... Discriminator Loss: 1.0493... Generator Loss: 0.7432
Epoch 1/1... Discriminator Loss: 0.5367... Generator Loss: 2.1426
Epoch 1/1... Discriminator Loss: 1.1681... Generator Loss: 0.6792
Epoch 1/1... Discriminator Loss: 0.6253... Generator Loss: 1.7041
Epoch 1/1... Discriminator Loss: 1.0468... Generator Loss: 0.7901
Epoch 1/1... Discriminator Loss: 0.9086... Generator Loss: 0.9011
Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 0.9242
Epoch 1/1... Discriminator Loss: 0.6357... Generator Loss: 1.8046
Epoch 1/1... Discriminator Loss: 1.8635... Generator Loss: 0.2973
Epoch 1/1... Discriminator Loss: 2.1977... Generator Loss: 0.1850
Epoch 1/1... Discriminator Loss: 1.5362... Generator Loss: 0.4200
Epoch 1/1... Discriminator Loss: 0.9466... Generator Loss: 1.9601
Epoch 1/1... Discriminator Loss: 1.0801... Generator Loss: 0.7700
Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 0.7675
Epoch 1/1... Discriminator Loss: 1.9044... Generator Loss: 0.2876
Epoch 1/1... Discriminator Loss: 0.8166... Generator Loss: 1.1365
Epoch 1/1... Discriminator Loss: 0.6905... Generator Loss: 1.3412
Epoch 1/1... Discriminator Loss: 0.9302... Generator Loss: 2.4809
Epoch 1/1... Discriminator Loss: 0.5833... Generator Loss: 1.7346
Epoch 1/1... Discriminator Loss: 0.7862... Generator Loss: 1.2067
Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 0.5781
Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 1.2098
Epoch 1/1... Discriminator Loss: 1.6125... Generator Loss: 0.3862
Epoch 1/1... Discriminator Loss: 0.4668... Generator Loss: 2.2379
Epoch 1/1... Discriminator Loss: 1.3303... Generator Loss: 0.6112
Epoch 1/1... Discriminator Loss: 0.7612... Generator Loss: 1.9889
Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 0.7678
Epoch 1/1... Discriminator Loss: 1.3259... Generator Loss: 0.4998
Epoch 1/1... Discriminator Loss: 0.9560... Generator Loss: 0.8501
Epoch 1/1... Discriminator Loss: 1.3441... Generator Loss: 0.5353
Epoch 1/1... Discriminator Loss: 1.0057... Generator Loss: 0.7980
Epoch 1/1... Discriminator Loss: 0.8645... Generator Loss: 1.6196
Epoch 1/1... Discriminator Loss: 0.9233... Generator Loss: 0.8891
Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.6046
Epoch 1/1... Discriminator Loss: 0.9710... Generator Loss: 0.8595
Epoch 1/1... Discriminator Loss: 0.8371... Generator Loss: 1.1271
Epoch 1/1... Discriminator Loss: 0.5856... Generator Loss: 1.9796
Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.5227
Epoch 1/1... Discriminator Loss: 0.8672... Generator Loss: 1.2044
Epoch 1/1... Discriminator Loss: 0.6307... Generator Loss: 1.9456
Epoch 1/1... Discriminator Loss: 2.0810... Generator Loss: 0.2468
Epoch 1/1... Discriminator Loss: 0.8268... Generator Loss: 1.2662
Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 1.1377
Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 0.4910
Epoch 1/1... Discriminator Loss: 0.6567... Generator Loss: 2.3820
Epoch 1/1... Discriminator Loss: 0.7902... Generator Loss: 1.1277
Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.5877
Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 1.0811
Epoch 1/1... Discriminator Loss: 1.1780... Generator Loss: 0.6627
Epoch 1/1... Discriminator Loss: 0.9837... Generator Loss: 0.8825
Epoch 1/1... Discriminator Loss: 0.8072... Generator Loss: 1.2114
Epoch 1/1... Discriminator Loss: 1.4481... Generator Loss: 0.4411
Epoch 1/1... Discriminator Loss: 0.8118... Generator Loss: 1.5784
Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.4861
Epoch 1/1... Discriminator Loss: 0.8648... Generator Loss: 0.9832
Epoch 1/1... Discriminator Loss: 0.9501... Generator Loss: 1.8073
Epoch 1/1... Discriminator Loss: 0.7697... Generator Loss: 1.2608
Epoch 1/1... Discriminator Loss: 0.7221... Generator Loss: 1.7653
Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 0.8452
Epoch 1/1... Discriminator Loss: 1.1034... Generator Loss: 0.6570
Epoch 1/1... Discriminator Loss: 0.9979... Generator Loss: 0.9443
Epoch 1/1... Discriminator Loss: 0.7251... Generator Loss: 1.3492
Epoch 1/1... Discriminator Loss: 1.6952... Generator Loss: 0.4349
Epoch 1/1... Discriminator Loss: 0.9042... Generator Loss: 1.1650
Epoch 1/1... Discriminator Loss: 0.8430... Generator Loss: 1.0333
Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 0.5746
Epoch 1/1... Discriminator Loss: 0.6443... Generator Loss: 1.4991
Epoch 1/1... Discriminator Loss: 2.0260... Generator Loss: 0.2297
Epoch 1/1... Discriminator Loss: 1.0416... Generator Loss: 0.7983
Epoch 1/1... Discriminator Loss: 0.9852... Generator Loss: 0.9015
Epoch 1/1... Discriminator Loss: 0.8403... Generator Loss: 1.1391
Epoch 1/1... Discriminator Loss: 0.5253... Generator Loss: 2.0713
Epoch 1/1... Discriminator Loss: 1.0213... Generator Loss: 0.8648
Epoch 1/1... Discriminator Loss: 2.0546... Generator Loss: 0.2585
Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 1.1856
Epoch 1/1... Discriminator Loss: 0.7508... Generator Loss: 1.4251
Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 1.0201
Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 0.6621
Epoch 1/1... Discriminator Loss: 0.8292... Generator Loss: 1.7028
Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 0.8679
Epoch 1/1... Discriminator Loss: 0.5635... Generator Loss: 1.7480
Epoch 1/1... Discriminator Loss: 0.6957... Generator Loss: 1.3951
Epoch 1/1... Discriminator Loss: 1.7538... Generator Loss: 0.3373
Epoch 1/1... Discriminator Loss: 0.8506... Generator Loss: 0.9759
Epoch 1/1... Discriminator Loss: 0.8794... Generator Loss: 1.1540
Epoch 1/1... Discriminator Loss: 1.5574... Generator Loss: 0.3981
Epoch 1/1... Discriminator Loss: 1.4456... Generator Loss: 0.4933
Epoch 1/1... Discriminator Loss: 1.1226... Generator Loss: 0.7453
Epoch 1/1... Discriminator Loss: 0.8406... Generator Loss: 1.1992
Epoch 1/1... Discriminator Loss: 1.2183... Generator Loss: 0.5586
Epoch 1/1... Discriminator Loss: 1.2844... Generator Loss: 0.5237
Epoch 1/1... Discriminator Loss: 1.2696... Generator Loss: 0.7719
Epoch 1/1... Discriminator Loss: 0.9894... Generator Loss: 0.8599
Epoch 1/1... Discriminator Loss: 1.4791... Generator Loss: 0.4453
Epoch 1/1... Discriminator Loss: 1.6273... Generator Loss: 0.4306
Epoch 1/1... Discriminator Loss: 1.1941... Generator Loss: 0.5931
Epoch 1/1... Discriminator Loss: 0.9162... Generator Loss: 1.5964
Epoch 1/1... Discriminator Loss: 0.9487... Generator Loss: 0.8784
Epoch 1/1... Discriminator Loss: 0.8902... Generator Loss: 0.9781
Epoch 1/1... Discriminator Loss: 0.7999... Generator Loss: 1.0922
Epoch 1/1... Discriminator Loss: 0.7968... Generator Loss: 1.5640
Epoch 1/1... Discriminator Loss: 0.6877... Generator Loss: 1.3740
Epoch 1/1... Discriminator Loss: 1.7082... Generator Loss: 0.3501
Epoch 1/1... Discriminator Loss: 1.0990... Generator Loss: 0.7784
Epoch 1/1... Discriminator Loss: 0.8138... Generator Loss: 1.3992
Epoch 1/1... Discriminator Loss: 0.9080... Generator Loss: 1.8211
Epoch 1/1... Discriminator Loss: 0.7516... Generator Loss: 1.3402
Epoch 1/1... Discriminator Loss: 0.9135... Generator Loss: 1.0922
Epoch 1/1... Discriminator Loss: 0.8208... Generator Loss: 1.3231
Epoch 1/1... Discriminator Loss: 0.5705... Generator Loss: 1.8476
Epoch 1/1... Discriminator Loss: 0.5483... Generator Loss: 1.8520
Epoch 1/1... Discriminator Loss: 1.2891... Generator Loss: 0.6601
Epoch 1/1... Discriminator Loss: 0.9946... Generator Loss: 0.8075
Epoch 1/1... Discriminator Loss: 0.7172... Generator Loss: 1.4429
Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 0.9206
Epoch 1/1... Discriminator Loss: 1.1381... Generator Loss: 0.8316
Epoch 1/1... Discriminator Loss: 0.9414... Generator Loss: 0.9626
Epoch 1/1... Discriminator Loss: 1.2177... Generator Loss: 0.6861
Epoch 1/1... Discriminator Loss: 1.1580... Generator Loss: 0.7064
Epoch 1/1... Discriminator Loss: 0.7467... Generator Loss: 1.2609
Epoch 1/1... Discriminator Loss: 0.6665... Generator Loss: 1.2801
Epoch 1/1... Discriminator Loss: 1.8361... Generator Loss: 0.3106
Epoch 1/1... Discriminator Loss: 0.9190... Generator Loss: 1.0185
Epoch 1/1... Discriminator Loss: 0.7098... Generator Loss: 1.3973
Epoch 1/1... Discriminator Loss: 1.0465... Generator Loss: 1.3668
Epoch 1/1... Discriminator Loss: 1.5180... Generator Loss: 0.4817
Epoch 1/1... Discriminator Loss: 0.7089... Generator Loss: 1.3100
Epoch 1/1... Discriminator Loss: 1.0813... Generator Loss: 0.7668
Epoch 1/1... Discriminator Loss: 1.3494... Generator Loss: 0.5631
Epoch 1/1... Discriminator Loss: 0.7222... Generator Loss: 1.5406
Epoch 1/1... Discriminator Loss: 1.3202... Generator Loss: 0.5208
Epoch 1/1... Discriminator Loss: 0.4765... Generator Loss: 2.4321
Epoch 1/1... Discriminator Loss: 1.2243... Generator Loss: 2.3102
Epoch 1/1... Discriminator Loss: 0.6417... Generator Loss: 1.4224
Epoch 1/1... Discriminator Loss: 1.2169... Generator Loss: 0.6147
Epoch 1/1... Discriminator Loss: 2.1720... Generator Loss: 0.1885
Epoch 1/1... Discriminator Loss: 0.7775... Generator Loss: 1.5307
Epoch 1/1... Discriminator Loss: 1.3140... Generator Loss: 0.4970
Epoch 1/1... Discriminator Loss: 0.8274... Generator Loss: 1.3402
Epoch 1/1... Discriminator Loss: 1.2442... Generator Loss: 0.5940
Epoch 1/1... Discriminator Loss: 0.8078... Generator Loss: 1.4862
Epoch 1/1... Discriminator Loss: 1.4955... Generator Loss: 0.4169
Epoch 1/1... Discriminator Loss: 1.1108... Generator Loss: 0.9144
Epoch 1/1... Discriminator Loss: 1.5013... Generator Loss: 0.4279
Epoch 1/1... Discriminator Loss: 0.9959... Generator Loss: 1.8577
Epoch 1/1... Discriminator Loss: 0.8434... Generator Loss: 1.7208
Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 0.8692
Epoch 1/1... Discriminator Loss: 0.8215... Generator Loss: 1.1775
Epoch 1/1... Discriminator Loss: 2.1096... Generator Loss: 0.2433
Epoch 1/1... Discriminator Loss: 0.7429... Generator Loss: 1.4205
Epoch 1/1... Discriminator Loss: 1.2325... Generator Loss: 0.5682
Epoch 1/1... Discriminator Loss: 1.5004... Generator Loss: 0.5194
Epoch 1/1... Discriminator Loss: 1.5125... Generator Loss: 0.4272
Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 0.8653
Epoch 1/1... Discriminator Loss: 0.8929... Generator Loss: 0.8798
Epoch 1/1... Discriminator Loss: 0.7662... Generator Loss: 1.1426
Epoch 1/1... Discriminator Loss: 1.4874... Generator Loss: 0.4296
Epoch 1/1... Discriminator Loss: 1.0636... Generator Loss: 1.8783
Epoch 1/1... Discriminator Loss: 0.9785... Generator Loss: 0.9909
Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 0.6767
Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 0.6962
Epoch 1/1... Discriminator Loss: 0.6913... Generator Loss: 1.3245
Epoch 1/1... Discriminator Loss: 0.9810... Generator Loss: 0.8190
Epoch 1/1... Discriminator Loss: 0.9173... Generator Loss: 1.5384
Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 0.8932
Epoch 1/1... Discriminator Loss: 1.7565... Generator Loss: 0.3681
Epoch 1/1... Discriminator Loss: 1.0086... Generator Loss: 1.2101
Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.5200
Epoch 1/1... Discriminator Loss: 1.3182... Generator Loss: 0.4978
Epoch 1/1... Discriminator Loss: 0.7480... Generator Loss: 1.3446
Epoch 1/1... Discriminator Loss: 0.9994... Generator Loss: 1.2002
Epoch 1/1... Discriminator Loss: 0.6964... Generator Loss: 1.9874
Epoch 1/1... Discriminator Loss: 1.2433... Generator Loss: 0.6133
Epoch 1/1... Discriminator Loss: 0.7487... Generator Loss: 2.1368
Epoch 1/1... Discriminator Loss: 1.0033... Generator Loss: 1.4021
Epoch 1/1... Discriminator Loss: 1.6716... Generator Loss: 0.3391
Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 1.4538
Epoch 1/1... Discriminator Loss: 0.9390... Generator Loss: 1.7578
Epoch 1/1... Discriminator Loss: 0.6284... Generator Loss: 1.7113
Epoch 1/1... Discriminator Loss: 0.6930... Generator Loss: 1.7150
Epoch 1/1... Discriminator Loss: 1.0164... Generator Loss: 0.7691
Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.0554
Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 0.9673
Epoch 1/1... Discriminator Loss: 0.7229... Generator Loss: 1.3000
Epoch 1/1... Discriminator Loss: 1.1503... Generator Loss: 0.6769
Epoch 1/1... Discriminator Loss: 0.8764... Generator Loss: 1.1000
Epoch 1/1... Discriminator Loss: 0.7357... Generator Loss: 1.6333
Epoch 1/1... Discriminator Loss: 0.7220... Generator Loss: 1.4053
Epoch 1/1... Discriminator Loss: 1.4588... Generator Loss: 0.4257
Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 1.3335
Epoch 1/1... Discriminator Loss: 3.0028... Generator Loss: 0.0865
Epoch 1/1... Discriminator Loss: 0.9163... Generator Loss: 0.8596
Epoch 1/1... Discriminator Loss: 0.8655... Generator Loss: 1.6843
Epoch 1/1... Discriminator Loss: 0.7657... Generator Loss: 1.8285
Epoch 1/1... Discriminator Loss: 0.7121... Generator Loss: 1.6799
Epoch 1/1... Discriminator Loss: 0.5961... Generator Loss: 2.1244
Epoch 1/1... Discriminator Loss: 0.6880... Generator Loss: 1.3284
Epoch 1/1... Discriminator Loss: 0.7819... Generator Loss: 1.1719
Epoch 1/1... Discriminator Loss: 0.7162... Generator Loss: 1.2669
Epoch 1/1... Discriminator Loss: 0.6974... Generator Loss: 1.9091
Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.6352
Epoch 1/1... Discriminator Loss: 1.4536... Generator Loss: 0.4694
Epoch 1/1... Discriminator Loss: 1.3114... Generator Loss: 0.5612
Epoch 1/1... Discriminator Loss: 0.6385... Generator Loss: 2.0675
Epoch 1/1... Discriminator Loss: 1.0261... Generator Loss: 0.8137
Epoch 1/1... Discriminator Loss: 1.1808... Generator Loss: 0.6265
Epoch 1/1... Discriminator Loss: 0.8528... Generator Loss: 1.1531
Epoch 1/1... Discriminator Loss: 1.2407... Generator Loss: 0.5370
Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 1.9265
Epoch 1/1... Discriminator Loss: 0.7970... Generator Loss: 1.3075
Epoch 1/1... Discriminator Loss: 0.7370... Generator Loss: 1.6127
Epoch 1/1... Discriminator Loss: 0.9191... Generator Loss: 0.9527
Epoch 1/1... Discriminator Loss: 0.8556... Generator Loss: 0.9703
Epoch 1/1... Discriminator Loss: 1.2680... Generator Loss: 0.6799
Epoch 1/1... Discriminator Loss: 1.0776... Generator Loss: 0.7675
Epoch 1/1... Discriminator Loss: 0.8465... Generator Loss: 1.0682
Epoch 1/1... Discriminator Loss: 1.9198... Generator Loss: 0.3239
Epoch 1/1... Discriminator Loss: 1.2172... Generator Loss: 0.6143
Epoch 1/1... Discriminator Loss: 0.5633... Generator Loss: 2.5734
Epoch 1/1... Discriminator Loss: 0.9810... Generator Loss: 0.8733
Epoch 1/1... Discriminator Loss: 0.6272... Generator Loss: 1.5400
Epoch 1/1... Discriminator Loss: 1.2018... Generator Loss: 0.6548
Epoch 1/1... Discriminator Loss: 0.9255... Generator Loss: 1.6724
Epoch 1/1... Discriminator Loss: 0.6745... Generator Loss: 1.4336
Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 2.2817
Epoch 1/1... Discriminator Loss: 0.9254... Generator Loss: 0.9688
Epoch 1/1... Discriminator Loss: 1.2166... Generator Loss: 0.6409
Epoch 1/1... Discriminator Loss: 1.5445... Generator Loss: 0.3864
Epoch 1/1... Discriminator Loss: 1.4279... Generator Loss: 0.4716
Epoch 1/1... Discriminator Loss: 0.7231... Generator Loss: 1.3596
Epoch 1/1... Discriminator Loss: 0.6816... Generator Loss: 1.4453
Epoch 1/1... Discriminator Loss: 0.3835... Generator Loss: 3.0243
Epoch 1/1... Discriminator Loss: 1.2775... Generator Loss: 0.5819
Epoch 1/1... Discriminator Loss: 1.3945... Generator Loss: 0.4875
Epoch 1/1... Discriminator Loss: 1.0910... Generator Loss: 0.8035
Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.5316
Epoch 1/1... Discriminator Loss: 0.6504... Generator Loss: 1.4641
Epoch 1/1... Discriminator Loss: 0.7348... Generator Loss: 1.3346
Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 0.6213
Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 2.0420
Epoch 1/1... Discriminator Loss: 2.5447... Generator Loss: 0.1384
Epoch 1/1... Discriminator Loss: 1.3270... Generator Loss: 0.5379
Epoch 1/1... Discriminator Loss: 1.3222... Generator Loss: 0.5209
Epoch 1/1... Discriminator Loss: 1.8778... Generator Loss: 0.2725
Epoch 1/1... Discriminator Loss: 0.8391... Generator Loss: 1.0134
Epoch 1/1... Discriminator Loss: 0.7507... Generator Loss: 1.4683
Epoch 1/1... Discriminator Loss: 0.9936... Generator Loss: 1.9153
Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.7975
Epoch 1/1... Discriminator Loss: 0.7177... Generator Loss: 1.8034
Epoch 1/1... Discriminator Loss: 0.6948... Generator Loss: 1.9211
Epoch 1/1... Discriminator Loss: 1.1727... Generator Loss: 0.7884
Epoch 1/1... Discriminator Loss: 0.8807... Generator Loss: 1.1318
Epoch 1/1... Discriminator Loss: 1.5105... Generator Loss: 0.4640
Epoch 1/1... Discriminator Loss: 0.6118... Generator Loss: 1.8752
Epoch 1/1... Discriminator Loss: 1.0165... Generator Loss: 0.7447
Epoch 1/1... Discriminator Loss: 0.7209... Generator Loss: 1.3261
Epoch 1/1... Discriminator Loss: 0.7885... Generator Loss: 2.4870
Epoch 1/1... Discriminator Loss: 0.6804... Generator Loss: 1.5348
Epoch 1/1... Discriminator Loss: 0.7069... Generator Loss: 1.2433
Epoch 1/1... Discriminator Loss: 0.8226... Generator Loss: 2.0684
Epoch 1/1... Discriminator Loss: 0.8750... Generator Loss: 0.9956
Epoch 1/1... Discriminator Loss: 0.9049... Generator Loss: 1.0034
Epoch 1/1... Discriminator Loss: 1.7690... Generator Loss: 0.3103
Epoch 1/1... Discriminator Loss: 1.0157... Generator Loss: 0.8452
Epoch 1/1... Discriminator Loss: 0.7942... Generator Loss: 1.1637
Epoch 1/1... Discriminator Loss: 0.7867... Generator Loss: 1.3549
Epoch 1/1... Discriminator Loss: 0.7404... Generator Loss: 1.2650
Epoch 1/1... Discriminator Loss: 1.2037... Generator Loss: 2.1649
Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 0.8840
Epoch 1/1... Discriminator Loss: 0.8437... Generator Loss: 1.1352
Epoch 1/1... Discriminator Loss: 1.1310... Generator Loss: 0.6586
Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 0.7009
Epoch 1/1... Discriminator Loss: 1.6587... Generator Loss: 0.3312
Epoch 1/1... Discriminator Loss: 0.8191... Generator Loss: 1.0864
Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 0.7921
Epoch 1/1... Discriminator Loss: 0.7805... Generator Loss: 1.1176
Epoch 1/1... Discriminator Loss: 0.8186... Generator Loss: 1.0634
Epoch 1/1... Discriminator Loss: 0.7632... Generator Loss: 1.2324
Epoch 1/1... Discriminator Loss: 0.9258... Generator Loss: 1.3539
Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 1.5642
Epoch 1/1... Discriminator Loss: 0.8233... Generator Loss: 1.3559
Epoch 1/1... Discriminator Loss: 0.7046... Generator Loss: 2.5846
Epoch 1/1... Discriminator Loss: 0.8745... Generator Loss: 1.7354
Epoch 1/1... Discriminator Loss: 0.7367... Generator Loss: 1.2325
Epoch 1/1... Discriminator Loss: 0.6671... Generator Loss: 1.8998
Epoch 1/1... Discriminator Loss: 0.8770... Generator Loss: 0.9917
Epoch 1/1... Discriminator Loss: 1.8532... Generator Loss: 0.3243
Epoch 1/1... Discriminator Loss: 0.9381... Generator Loss: 0.9599
Epoch 1/1... Discriminator Loss: 1.6296... Generator Loss: 0.4164
Epoch 1/1... Discriminator Loss: 0.8355... Generator Loss: 1.4908
Epoch 1/1... Discriminator Loss: 1.1305... Generator Loss: 0.6629
Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 0.5634
Epoch 1/1... Discriminator Loss: 0.7336... Generator Loss: 1.4352
Epoch 1/1... Discriminator Loss: 1.0115... Generator Loss: 0.9639
Epoch 1/1... Discriminator Loss: 1.1327... Generator Loss: 0.8420
Epoch 1/1... Discriminator Loss: 0.7899... Generator Loss: 1.3859
Epoch 1/1... Discriminator Loss: 0.7565... Generator Loss: 1.3682
Epoch 1/1... Discriminator Loss: 0.4892... Generator Loss: 1.9239
Epoch 1/1... Discriminator Loss: 0.8100... Generator Loss: 1.2082
Epoch 1/1... Discriminator Loss: 0.9137... Generator Loss: 1.0813
Epoch 1/1... Discriminator Loss: 1.0228... Generator Loss: 0.8110
Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 2.1372
Epoch 1/1... Discriminator Loss: 1.5376... Generator Loss: 0.4024
Epoch 1/1... Discriminator Loss: 0.7950... Generator Loss: 1.1012
Epoch 1/1... Discriminator Loss: 0.6961... Generator Loss: 1.3069
Epoch 1/1... Discriminator Loss: 1.6179... Generator Loss: 0.4954
Epoch 1/1... Discriminator Loss: 0.8004... Generator Loss: 1.4488
Epoch 1/1... Discriminator Loss: 0.8823... Generator Loss: 0.9705
Epoch 1/1... Discriminator Loss: 0.8285... Generator Loss: 1.1165
Epoch 1/1... Discriminator Loss: 1.2316... Generator Loss: 0.6347
Epoch 1/1... Discriminator Loss: 1.1744... Generator Loss: 0.6236
Epoch 1/1... Discriminator Loss: 1.4868... Generator Loss: 0.4645
Epoch 1/1... Discriminator Loss: 0.9266... Generator Loss: 0.9303
Epoch 1/1... Discriminator Loss: 0.8001... Generator Loss: 1.3053
Epoch 1/1... Discriminator Loss: 0.7369... Generator Loss: 1.1631
Epoch 1/1... Discriminator Loss: 0.8752... Generator Loss: 3.3265
Epoch 1/1... Discriminator Loss: 0.6593... Generator Loss: 1.4659
Epoch 1/1... Discriminator Loss: 0.6190... Generator Loss: 1.8479
Epoch 1/1... Discriminator Loss: 0.6489... Generator Loss: 1.5225
Epoch 1/1... Discriminator Loss: 0.8385... Generator Loss: 1.3106
Epoch 1/1... Discriminator Loss: 0.9541... Generator Loss: 1.5844
Epoch 1/1... Discriminator Loss: 0.4838... Generator Loss: 2.1638
Epoch 1/1... Discriminator Loss: 0.7835... Generator Loss: 1.2544
Epoch 1/1... Discriminator Loss: 0.8596... Generator Loss: 1.0591
Epoch 1/1... Discriminator Loss: 0.9401... Generator Loss: 1.3092
Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 0.8218
Epoch 1/1... Discriminator Loss: 1.0810... Generator Loss: 0.6782
Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.6537
Epoch 1/1... Discriminator Loss: 1.2289... Generator Loss: 0.6528
Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 0.9839
Epoch 1/1... Discriminator Loss: 0.8303... Generator Loss: 1.0896
Epoch 1/1... Discriminator Loss: 0.5127... Generator Loss: 2.4838
Epoch 1/1... Discriminator Loss: 0.7420... Generator Loss: 1.5862
Epoch 1/1... Discriminator Loss: 1.4872... Generator Loss: 0.4400
Epoch 1/1... Discriminator Loss: 1.2593... Generator Loss: 0.6615
Epoch 1/1... Discriminator Loss: 0.7752... Generator Loss: 1.3933
Epoch 1/1... Discriminator Loss: 0.7417... Generator Loss: 1.2986
Epoch 1/1... Discriminator Loss: 0.7367... Generator Loss: 1.2185
Epoch 1/1... Discriminator Loss: 0.6409... Generator Loss: 1.4851
Epoch 1/1... Discriminator Loss: 1.1457... Generator Loss: 0.8466
Epoch 1/1... Discriminator Loss: 1.1307... Generator Loss: 0.7029
Epoch 1/1... Discriminator Loss: 1.0645... Generator Loss: 0.7393
Epoch 1/1... Discriminator Loss: 0.6674... Generator Loss: 1.4547
Epoch 1/1... Discriminator Loss: 0.9115... Generator Loss: 1.0197
Epoch 1/1... Discriminator Loss: 0.8763... Generator Loss: 1.1728
Epoch 1/1... Discriminator Loss: 0.8619... Generator Loss: 1.4469
Epoch 1/1... Discriminator Loss: 0.7252... Generator Loss: 1.6456
Epoch 1/1... Discriminator Loss: 1.2574... Generator Loss: 3.0211
Epoch 1/1... Discriminator Loss: 1.0237... Generator Loss: 0.8508
Epoch 1/1... Discriminator Loss: 0.4830... Generator Loss: 2.2126
Epoch 1/1... Discriminator Loss: 0.9772... Generator Loss: 0.7951
Epoch 1/1... Discriminator Loss: 0.8207... Generator Loss: 1.5372
Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 1.4269
Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.7679
Epoch 1/1... Discriminator Loss: 0.7500... Generator Loss: 1.8320
Epoch 1/1... Discriminator Loss: 0.9642... Generator Loss: 2.0079
Epoch 1/1... Discriminator Loss: 1.0668... Generator Loss: 0.7164
Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 1.2987
Epoch 1/1... Discriminator Loss: 0.6848... Generator Loss: 1.3067
Epoch 1/1... Discriminator Loss: 0.6385... Generator Loss: 2.0279
Epoch 1/1... Discriminator Loss: 0.6776... Generator Loss: 1.8929
Epoch 1/1... Discriminator Loss: 1.3004... Generator Loss: 0.5627
Epoch 1/1... Discriminator Loss: 2.2784... Generator Loss: 0.1674
Epoch 1/1... Discriminator Loss: 0.8670... Generator Loss: 1.1355
Epoch 1/1... Discriminator Loss: 1.4515... Generator Loss: 0.4297
Epoch 1/1... Discriminator Loss: 0.6495... Generator Loss: 1.5479
Epoch 1/1... Discriminator Loss: 0.7706... Generator Loss: 1.2749
Epoch 1/1... Discriminator Loss: 1.2422... Generator Loss: 0.5945
Epoch 1/1... Discriminator Loss: 1.0063... Generator Loss: 0.8671
Epoch 1/1... Discriminator Loss: 0.9084... Generator Loss: 0.9130
Epoch 1/1... Discriminator Loss: 1.4456... Generator Loss: 0.4762
Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 0.9381
Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 1.9785
Epoch 1/1... Discriminator Loss: 0.6405... Generator Loss: 2.3256
Epoch 1/1... Discriminator Loss: 0.5556... Generator Loss: 2.1018
Epoch 1/1... Discriminator Loss: 0.7635... Generator Loss: 1.3021
Epoch 1/1... Discriminator Loss: 2.1119... Generator Loss: 0.2088
Epoch 1/1... Discriminator Loss: 0.9429... Generator Loss: 0.8712
Epoch 1/1... Discriminator Loss: 1.0502... Generator Loss: 0.8160
Epoch 1/1... Discriminator Loss: 0.6234... Generator Loss: 1.6533
Epoch 1/1... Discriminator Loss: 1.3139... Generator Loss: 0.5253
Epoch 1/1... Discriminator Loss: 1.4977... Generator Loss: 0.4364
Epoch 1/1... Discriminator Loss: 1.1454... Generator Loss: 0.6372
Epoch 1/1... Discriminator Loss: 0.7552... Generator Loss: 1.3508
Epoch 1/1... Discriminator Loss: 1.0344... Generator Loss: 0.7734
Epoch 1/1... Discriminator Loss: 0.9139... Generator Loss: 1.9831
Epoch 1/1... Discriminator Loss: 1.1594... Generator Loss: 0.6567
Epoch 1/1... Discriminator Loss: 0.6585... Generator Loss: 1.4713
Epoch 1/1... Discriminator Loss: 1.6978... Generator Loss: 0.3961
Epoch 1/1... Discriminator Loss: 0.9244... Generator Loss: 0.8483
Epoch 1/1... Discriminator Loss: 1.6497... Generator Loss: 0.4361
Epoch 1/1... Discriminator Loss: 1.0228... Generator Loss: 1.4206
Epoch 1/1... Discriminator Loss: 1.1429... Generator Loss: 0.8962
Epoch 1/1... Discriminator Loss: 0.9528... Generator Loss: 1.5853
Epoch 1/1... Discriminator Loss: 1.4819... Generator Loss: 0.5490
Epoch 1/1... Discriminator Loss: 0.9589... Generator Loss: 0.9578
Epoch 1/1... Discriminator Loss: 0.9701... Generator Loss: 2.2861
Epoch 1/1... Discriminator Loss: 0.7140... Generator Loss: 1.4658
Epoch 1/1... Discriminator Loss: 0.7760... Generator Loss: 1.2392
Epoch 1/1... Discriminator Loss: 0.9286... Generator Loss: 0.8488
Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.6084
Epoch 1/1... Discriminator Loss: 0.6931... Generator Loss: 1.6463
Epoch 1/1... Discriminator Loss: 0.8776... Generator Loss: 0.9985
Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 0.7391
Epoch 1/1... Discriminator Loss: 1.1039... Generator Loss: 0.6565
Epoch 1/1... Discriminator Loss: 0.5846... Generator Loss: 1.8100
Epoch 1/1... Discriminator Loss: 0.9736... Generator Loss: 0.9191
Epoch 1/1... Discriminator Loss: 1.2926... Generator Loss: 0.6779
Epoch 1/1... Discriminator Loss: 0.8971... Generator Loss: 1.0557
Epoch 1/1... Discriminator Loss: 0.5380... Generator Loss: 2.3140
Epoch 1/1... Discriminator Loss: 0.8574... Generator Loss: 1.0031
Epoch 1/1... Discriminator Loss: 0.5198... Generator Loss: 2.2436
Epoch 1/1... Discriminator Loss: 0.6573... Generator Loss: 1.5852
Epoch 1/1... Discriminator Loss: 0.9288... Generator Loss: 1.6400
Epoch 1/1... Discriminator Loss: 1.5976... Generator Loss: 2.9317
Epoch 1/1... Discriminator Loss: 0.9680... Generator Loss: 0.8542
Epoch 1/1... Discriminator Loss: 1.7843... Generator Loss: 0.3048
Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.6586
Epoch 1/1... Discriminator Loss: 0.9780... Generator Loss: 0.9032
Epoch 1/1... Discriminator Loss: 1.0299... Generator Loss: 0.8308
Epoch 1/1... Discriminator Loss: 0.9460... Generator Loss: 0.9166
Epoch 1/1... Discriminator Loss: 0.8696... Generator Loss: 0.9895
Epoch 1/1... Discriminator Loss: 1.2283... Generator Loss: 0.5784
Epoch 1/1... Discriminator Loss: 1.3472... Generator Loss: 0.5870
Epoch 1/1... Discriminator Loss: 0.8144... Generator Loss: 1.4347
Epoch 1/1... Discriminator Loss: 2.9699... Generator Loss: 0.0935
Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 0.8545
Epoch 1/1... Discriminator Loss: 1.7031... Generator Loss: 0.3606
Epoch 1/1... Discriminator Loss: 0.7942... Generator Loss: 1.4738
Epoch 1/1... Discriminator Loss: 0.6338... Generator Loss: 1.6519
Epoch 1/1... Discriminator Loss: 0.8030... Generator Loss: 1.4171
Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 0.6800
Epoch 1/1... Discriminator Loss: 1.0014... Generator Loss: 0.9410
Epoch 1/1... Discriminator Loss: 0.8973... Generator Loss: 1.0863
Epoch 1/1... Discriminator Loss: 0.7787... Generator Loss: 1.4259
Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 0.7758
Epoch 1/1... Discriminator Loss: 0.8162... Generator Loss: 1.1456
Epoch 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.5736
Epoch 1/1... Discriminator Loss: 0.8386... Generator Loss: 1.0052
Epoch 1/1... Discriminator Loss: 0.6063... Generator Loss: 2.4578
Epoch 1/1... Discriminator Loss: 0.7017... Generator Loss: 1.7000
Epoch 1/1... Discriminator Loss: 1.0540... Generator Loss: 0.8150
Epoch 1/1... Discriminator Loss: 0.7735... Generator Loss: 1.2731
Epoch 1/1... Discriminator Loss: 0.9818... Generator Loss: 0.7640
Epoch 1/1... Discriminator Loss: 1.1979... Generator Loss: 0.6441
Epoch 1/1... Discriminator Loss: 0.8511... Generator Loss: 1.2461
Epoch 1/1... Discriminator Loss: 0.7288... Generator Loss: 1.3005
Epoch 1/1... Discriminator Loss: 1.2130... Generator Loss: 0.6070
Epoch 1/1... Discriminator Loss: 0.6306... Generator Loss: 1.8584
Epoch 1/1... Discriminator Loss: 0.9032... Generator Loss: 0.8863
Epoch 1/1... Discriminator Loss: 0.6087... Generator Loss: 1.7085
Epoch 1/1... Discriminator Loss: 1.2633... Generator Loss: 0.6280
Epoch 1/1... Discriminator Loss: 0.9544... Generator Loss: 0.9589
Epoch 1/1... Discriminator Loss: 0.7094... Generator Loss: 1.3137
Epoch 1/1... Discriminator Loss: 0.7981... Generator Loss: 2.5003
Epoch 1/1... Discriminator Loss: 0.9596... Generator Loss: 0.8551
Epoch 1/1... Discriminator Loss: 0.6428... Generator Loss: 2.5551
Epoch 1/1... Discriminator Loss: 0.9447... Generator Loss: 0.8874
Epoch 1/1... Discriminator Loss: 0.7764... Generator Loss: 1.4138
Epoch 1/1... Discriminator Loss: 0.7522... Generator Loss: 1.1142
Epoch 1/1... Discriminator Loss: 1.3040... Generator Loss: 0.5155
Epoch 1/1... Discriminator Loss: 1.0304... Generator Loss: 0.8225
Epoch 1/1... Discriminator Loss: 1.1564... Generator Loss: 0.7129
Epoch 1/1... Discriminator Loss: 1.1823... Generator Loss: 0.6556
Epoch 1/1... Discriminator Loss: 1.0223... Generator Loss: 0.7742
Epoch 1/1... Discriminator Loss: 1.0672... Generator Loss: 0.7405
Epoch 1/1... Discriminator Loss: 0.6988... Generator Loss: 1.3852
Epoch 1/1... Discriminator Loss: 0.7717... Generator Loss: 1.2599
Epoch 1/1... Discriminator Loss: 0.7689... Generator Loss: 1.1830
Epoch 1/1... Discriminator Loss: 1.2473... Generator Loss: 0.5385
Epoch 1/1... Discriminator Loss: 0.9126... Generator Loss: 0.9310
Epoch 1/1... Discriminator Loss: 0.5554... Generator Loss: 2.4821
Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 2.0086
Epoch 1/1... Discriminator Loss: 1.0090... Generator Loss: 0.8268
Epoch 1/1... Discriminator Loss: 1.5377... Generator Loss: 0.4091
Epoch 1/1... Discriminator Loss: 0.8282... Generator Loss: 1.0480
Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 0.9368
Epoch 1/1... Discriminator Loss: 1.1204... Generator Loss: 0.7397
Epoch 1/1... Discriminator Loss: 0.8254... Generator Loss: 1.2976
Epoch 1/1... Discriminator Loss: 0.6994... Generator Loss: 1.2711
Epoch 1/1... Discriminator Loss: 1.5636... Generator Loss: 0.3980
Epoch 1/1... Discriminator Loss: 1.5117... Generator Loss: 0.3997
Epoch 1/1... Discriminator Loss: 0.4780... Generator Loss: 2.2645
Epoch 1/1... Discriminator Loss: 1.7443... Generator Loss: 0.3168
Epoch 1/1... Discriminator Loss: 0.7437... Generator Loss: 1.5891
Epoch 1/1... Discriminator Loss: 1.3152... Generator Loss: 0.5589
Epoch 1/1... Discriminator Loss: 1.0558... Generator Loss: 0.7713
Epoch 1/1... Discriminator Loss: 0.9394... Generator Loss: 0.8809
Epoch 1/1... Discriminator Loss: 1.2109... Generator Loss: 0.6551
Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 1.7189
Epoch 1/1... Discriminator Loss: 1.2158... Generator Loss: 0.6167
Epoch 1/1... Discriminator Loss: 0.6992... Generator Loss: 1.8279
Epoch 1/1... Discriminator Loss: 1.3089... Generator Loss: 0.5565
Epoch 1/1... Discriminator Loss: 0.7591... Generator Loss: 1.3320
Epoch 1/1... Discriminator Loss: 0.8137... Generator Loss: 1.0491
Epoch 1/1... Discriminator Loss: 0.7415... Generator Loss: 1.1542
Epoch 1/1... Discriminator Loss: 1.5421... Generator Loss: 0.4057
Epoch 1/1... Discriminator Loss: 0.8553... Generator Loss: 1.5004
Epoch 1/1... Discriminator Loss: 1.2685... Generator Loss: 0.5975
Epoch 1/1... Discriminator Loss: 1.0004... Generator Loss: 0.9254
Epoch 1/1... Discriminator Loss: 1.0786... Generator Loss: 0.7397
Epoch 1/1... Discriminator Loss: 0.7475... Generator Loss: 2.4578
Epoch 1/1... Discriminator Loss: 0.6643... Generator Loss: 2.2135
Epoch 1/1... Discriminator Loss: 0.7674... Generator Loss: 1.3581
Epoch 1/1... Discriminator Loss: 0.8313... Generator Loss: 1.0642
Epoch 1/1... Discriminator Loss: 1.5160... Generator Loss: 0.4117
Epoch 1/1... Discriminator Loss: 0.8985... Generator Loss: 1.1004
Epoch 1/1... Discriminator Loss: 1.2818... Generator Loss: 0.5533
Epoch 1/1... Discriminator Loss: 0.9068... Generator Loss: 0.9552
Epoch 1/1... Discriminator Loss: 0.9793... Generator Loss: 0.9519
Epoch 1/1... Discriminator Loss: 2.2853... Generator Loss: 0.2222
Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 1.6786
Epoch 1/1... Discriminator Loss: 1.4293... Generator Loss: 0.4701
Epoch 1/1... Discriminator Loss: 1.0548... Generator Loss: 0.7552
Epoch 1/1... Discriminator Loss: 0.8334... Generator Loss: 1.1200
Epoch 1/1... Discriminator Loss: 1.1887... Generator Loss: 0.6047
Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.7998
Epoch 1/1... Discriminator Loss: 1.2658... Generator Loss: 0.6566
Epoch 1/1... Discriminator Loss: 1.5286... Generator Loss: 0.4221
Epoch 1/1... Discriminator Loss: 1.5051... Generator Loss: 0.3967
Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.6747
Epoch 1/1... Discriminator Loss: 0.7685... Generator Loss: 1.2219
Epoch 1/1... Discriminator Loss: 1.4456... Generator Loss: 0.5108
Epoch 1/1... Discriminator Loss: 1.0498... Generator Loss: 0.8211
Epoch 1/1... Discriminator Loss: 1.4432... Generator Loss: 0.4242
Epoch 1/1... Discriminator Loss: 0.5730... Generator Loss: 1.8616
Epoch 1/1... Discriminator Loss: 1.1178... Generator Loss: 0.6963
Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 0.8144
Epoch 1/1... Discriminator Loss: 0.8185... Generator Loss: 1.1990
Epoch 1/1... Discriminator Loss: 1.4163... Generator Loss: 0.4532
Epoch 1/1... Discriminator Loss: 0.7378... Generator Loss: 1.3714
Epoch 1/1... Discriminator Loss: 0.7524... Generator Loss: 1.1990
Epoch 1/1... Discriminator Loss: 0.6690... Generator Loss: 2.6639
Epoch 1/1... Discriminator Loss: 1.8265... Generator Loss: 0.3474
Epoch 1/1... Discriminator Loss: 0.7787... Generator Loss: 1.2330
Epoch 1/1... Discriminator Loss: 0.8733... Generator Loss: 0.9739
Epoch 1/1... Discriminator Loss: 0.6859... Generator Loss: 1.9407
Epoch 1/1... Discriminator Loss: 0.6393... Generator Loss: 1.6903
Epoch 1/1... Discriminator Loss: 1.3737... Generator Loss: 0.4753
Epoch 1/1... Discriminator Loss: 0.7141... Generator Loss: 1.3915
Epoch 1/1... Discriminator Loss: 0.9862... Generator Loss: 0.8936
Epoch 1/1... Discriminator Loss: 0.8315... Generator Loss: 1.0001
Epoch 1/1... Discriminator Loss: 0.7994... Generator Loss: 1.6560
Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.5040
Epoch 1/1... Discriminator Loss: 0.6869... Generator Loss: 1.4261
Epoch 1/1... Discriminator Loss: 0.6333... Generator Loss: 1.5970
Epoch 1/1... Discriminator Loss: 1.1555... Generator Loss: 0.9021
Epoch 1/1... Discriminator Loss: 0.9991... Generator Loss: 0.7842
Epoch 1/1... Discriminator Loss: 1.4274... Generator Loss: 0.4594
Epoch 1/1... Discriminator Loss: 1.3324... Generator Loss: 0.5835
Epoch 1/1... Discriminator Loss: 0.5025... Generator Loss: 2.0991
Epoch 1/1... Discriminator Loss: 0.6542... Generator Loss: 1.8362
Epoch 1/1... Discriminator Loss: 0.8185... Generator Loss: 1.1345
Epoch 1/1... Discriminator Loss: 1.4449... Generator Loss: 0.5061
Epoch 1/1... Discriminator Loss: 0.6638... Generator Loss: 1.3487
Epoch 1/1... Discriminator Loss: 1.6762... Generator Loss: 0.3689
Epoch 1/1... Discriminator Loss: 1.2320... Generator Loss: 0.5720
Epoch 1/1... Discriminator Loss: 0.7686... Generator Loss: 1.7901
Epoch 1/1... Discriminator Loss: 1.0712... Generator Loss: 0.6891
Epoch 1/1... Discriminator Loss: 0.8525... Generator Loss: 1.0771
Epoch 1/1... Discriminator Loss: 0.7525... Generator Loss: 1.4488
Epoch 1/1... Discriminator Loss: 0.6680... Generator Loss: 2.5794
Epoch 1/1... Discriminator Loss: 1.8956... Generator Loss: 0.2584
Epoch 1/1... Discriminator Loss: 0.8932... Generator Loss: 0.9635
Epoch 1/1... Discriminator Loss: 0.8250... Generator Loss: 1.0478
Epoch 1/1... Discriminator Loss: 0.9253... Generator Loss: 0.8862
Epoch 1/1... Discriminator Loss: 0.6676... Generator Loss: 1.3922
Epoch 1/1... Discriminator Loss: 0.6097... Generator Loss: 2.0354
Epoch 1/1... Discriminator Loss: 0.8269... Generator Loss: 1.1916
Epoch 1/1... Discriminator Loss: 1.7848... Generator Loss: 3.1246
Epoch 1/1... Discriminator Loss: 0.8797... Generator Loss: 1.0602
Epoch 1/1... Discriminator Loss: 1.2465... Generator Loss: 0.5986
Epoch 1/1... Discriminator Loss: 1.0080... Generator Loss: 0.8238
Epoch 1/1... Discriminator Loss: 1.6068... Generator Loss: 0.3743
Epoch 1/1... Discriminator Loss: 0.7482... Generator Loss: 1.2323
Epoch 1/1... Discriminator Loss: 0.9547... Generator Loss: 0.8389
Epoch 1/1... Discriminator Loss: 1.2060... Generator Loss: 0.5766
Epoch 1/1... Discriminator Loss: 1.2330... Generator Loss: 0.5488
Epoch 1/1... Discriminator Loss: 0.8612... Generator Loss: 1.0441
Epoch 1/1... Discriminator Loss: 1.0986... Generator Loss: 0.7553
Epoch 1/1... Discriminator Loss: 1.1960... Generator Loss: 0.5669
Epoch 1/1... Discriminator Loss: 0.6445... Generator Loss: 1.7127
Epoch 1/1... Discriminator Loss: 1.1805... Generator Loss: 0.6157
Epoch 1/1... Discriminator Loss: 1.0618... Generator Loss: 0.7354
Epoch 1/1... Discriminator Loss: 1.2432... Generator Loss: 0.5734
Epoch 1/1... Discriminator Loss: 1.8472... Generator Loss: 0.2898
Epoch 1/1... Discriminator Loss: 0.7931... Generator Loss: 1.4932
Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 0.7777
Epoch 1/1... Discriminator Loss: 1.7721... Generator Loss: 0.3123
Epoch 1/1... Discriminator Loss: 0.5630... Generator Loss: 1.8074
Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 0.9248
Epoch 1/1... Discriminator Loss: 0.9809... Generator Loss: 0.8489
Epoch 1/1... Discriminator Loss: 1.2147... Generator Loss: 0.5792
Epoch 1/1... Discriminator Loss: 0.7517... Generator Loss: 1.3700
Epoch 1/1... Discriminator Loss: 0.8299... Generator Loss: 2.7694
Epoch 1/1... Discriminator Loss: 0.7871... Generator Loss: 1.4935
Epoch 1/1... Discriminator Loss: 1.2887... Generator Loss: 0.5572
Epoch 1/1... Discriminator Loss: 0.8128... Generator Loss: 1.2517
Epoch 1/1... Discriminator Loss: 0.6432... Generator Loss: 1.6944
Epoch 1/1... Discriminator Loss: 1.1455... Generator Loss: 0.6729
Epoch 1/1... Discriminator Loss: 0.7122... Generator Loss: 1.3015
Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 0.6768
Epoch 1/1... Discriminator Loss: 1.5508... Generator Loss: 0.4304
Epoch 1/1... Discriminator Loss: 1.0246... Generator Loss: 0.7435
Epoch 1/1... Discriminator Loss: 0.7782... Generator Loss: 2.1499
Epoch 1/1... Discriminator Loss: 1.5490... Generator Loss: 0.3989
Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.5729
Epoch 1/1... Discriminator Loss: 0.8994... Generator Loss: 1.0049
Epoch 1/1... Discriminator Loss: 1.3303... Generator Loss: 0.5891
Epoch 1/1... Discriminator Loss: 1.4677... Generator Loss: 0.4390
Epoch 1/1... Discriminator Loss: 0.7463... Generator Loss: 1.2993
Epoch 1/1... Discriminator Loss: 1.1437... Generator Loss: 0.6743
Epoch 1/1... Discriminator Loss: 1.5285... Generator Loss: 0.4823
Epoch 1/1... Discriminator Loss: 1.2524... Generator Loss: 0.5681
Epoch 1/1... Discriminator Loss: 1.0084... Generator Loss: 0.7629
Epoch 1/1... Discriminator Loss: 0.9480... Generator Loss: 0.8438
Epoch 1/1... Discriminator Loss: 1.0093... Generator Loss: 0.8550
Epoch 1/1... Discriminator Loss: 1.4291... Generator Loss: 0.5944
Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 0.8328
Epoch 1/1... Discriminator Loss: 1.4412... Generator Loss: 0.4332
Epoch 1/1... Discriminator Loss: 1.0479... Generator Loss: 0.7016
Epoch 1/1... Discriminator Loss: 1.2432... Generator Loss: 0.6057
Epoch 1/1... Discriminator Loss: 0.5763... Generator Loss: 1.8832
Epoch 1/1... Discriminator Loss: 0.8075... Generator Loss: 1.0939
Epoch 1/1... Discriminator Loss: 0.9825... Generator Loss: 1.9073
Epoch 1/1... Discriminator Loss: 0.7082... Generator Loss: 1.2998
Epoch 1/1... Discriminator Loss: 1.1724... Generator Loss: 0.8258
Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 0.6422
Epoch 1/1... Discriminator Loss: 0.9065... Generator Loss: 0.8990
Epoch 1/1... Discriminator Loss: 1.2736... Generator Loss: 0.6005
Epoch 1/1... Discriminator Loss: 0.6967... Generator Loss: 2.0278
Epoch 1/1... Discriminator Loss: 0.7804... Generator Loss: 1.3924
Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 0.8495
Epoch 1/1... Discriminator Loss: 1.1476... Generator Loss: 0.6479
Epoch 1/1... Discriminator Loss: 1.2110... Generator Loss: 0.6601
Epoch 1/1... Discriminator Loss: 1.0068... Generator Loss: 1.6516
Epoch 1/1... Discriminator Loss: 0.9335... Generator Loss: 1.4946
Epoch 1/1... Discriminator Loss: 0.7491... Generator Loss: 1.6071
Epoch 1/1... Discriminator Loss: 0.8348... Generator Loss: 1.0975
Epoch 1/1... Discriminator Loss: 0.9395... Generator Loss: 0.8654
Epoch 1/1... Discriminator Loss: 1.9627... Generator Loss: 0.2625
Epoch 1/1... Discriminator Loss: 1.2353... Generator Loss: 0.6064
Epoch 1/1... Discriminator Loss: 0.7407... Generator Loss: 1.6459
Epoch 1/1... Discriminator Loss: 0.7661... Generator Loss: 1.1815
Epoch 1/1... Discriminator Loss: 1.3704... Generator Loss: 0.5302
Epoch 1/1... Discriminator Loss: 0.6211... Generator Loss: 1.5820
Epoch 1/1... Discriminator Loss: 0.7750... Generator Loss: 1.4448
Epoch 1/1... Discriminator Loss: 0.7234... Generator Loss: 1.1841
Epoch 1/1... Discriminator Loss: 0.8207... Generator Loss: 1.1728
Epoch 1/1... Discriminator Loss: 0.8206... Generator Loss: 2.2690
Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 0.7933
Epoch 1/1... Discriminator Loss: 1.5849... Generator Loss: 0.3885
Epoch 1/1... Discriminator Loss: 0.9727... Generator Loss: 0.8302
Epoch 1/1... Discriminator Loss: 1.0180... Generator Loss: 0.8751
Epoch 1/1... Discriminator Loss: 0.9958... Generator Loss: 0.7893
Epoch 1/1... Discriminator Loss: 1.4594... Generator Loss: 0.4886
Epoch 1/1... Discriminator Loss: 1.5754... Generator Loss: 0.3842
Epoch 1/1... Discriminator Loss: 1.1191... Generator Loss: 0.7845
Epoch 1/1... Discriminator Loss: 1.2914... Generator Loss: 0.5610
Epoch 1/1... Discriminator Loss: 0.4877... Generator Loss: 3.0364
Epoch 1/1... Discriminator Loss: 1.1195... Generator Loss: 0.7242
Epoch 1/1... Discriminator Loss: 0.9466... Generator Loss: 0.9285
Epoch 1/1... Discriminator Loss: 0.7171... Generator Loss: 1.2436
Epoch 1/1... Discriminator Loss: 0.7937... Generator Loss: 1.9597
Epoch 1/1... Discriminator Loss: 0.8176... Generator Loss: 1.2629
Epoch 1/1... Discriminator Loss: 1.0720... Generator Loss: 0.6974
Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 0.7690
Epoch 1/1... Discriminator Loss: 0.6403... Generator Loss: 1.6223
Epoch 1/1... Discriminator Loss: 0.8613... Generator Loss: 0.9877
Epoch 1/1... Discriminator Loss: 1.6256... Generator Loss: 0.4302
Epoch 1/1... Discriminator Loss: 1.5191... Generator Loss: 0.5601
Epoch 1/1... Discriminator Loss: 0.4530... Generator Loss: 2.6633
Epoch 1/1... Discriminator Loss: 1.0814... Generator Loss: 0.7553
Epoch 1/1... Discriminator Loss: 0.9478... Generator Loss: 2.0835
Epoch 1/1... Discriminator Loss: 2.3243... Generator Loss: 0.1736
Epoch 1/1... Discriminator Loss: 1.0688... Generator Loss: 0.7773
Epoch 1/1... Discriminator Loss: 1.1814... Generator Loss: 0.6863
Epoch 1/1... Discriminator Loss: 0.8841... Generator Loss: 1.0036
Epoch 1/1... Discriminator Loss: 1.0332... Generator Loss: 0.7590
Epoch 1/1... Discriminator Loss: 0.6804... Generator Loss: 1.3392
Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 1.6287
Epoch 1/1... Discriminator Loss: 0.9469... Generator Loss: 0.9443
Epoch 1/1... Discriminator Loss: 0.7317... Generator Loss: 1.2346
Epoch 1/1... Discriminator Loss: 1.2769... Generator Loss: 0.5865
Epoch 1/1... Discriminator Loss: 0.9622... Generator Loss: 0.9194
Epoch 1/1... Discriminator Loss: 1.3530... Generator Loss: 0.4754
Epoch 1/1... Discriminator Loss: 0.6828... Generator Loss: 1.3901
Epoch 1/1... Discriminator Loss: 0.8946... Generator Loss: 1.0537
Epoch 1/1... Discriminator Loss: 1.0039... Generator Loss: 0.8257
Epoch 1/1... Discriminator Loss: 1.2336... Generator Loss: 0.5723
Epoch 1/1... Discriminator Loss: 0.5918... Generator Loss: 2.5724
Epoch 1/1... Discriminator Loss: 0.7904... Generator Loss: 1.1016
Epoch 1/1... Discriminator Loss: 0.8952... Generator Loss: 0.9942
Epoch 1/1... Discriminator Loss: 0.9334... Generator Loss: 2.3007
Epoch 1/1... Discriminator Loss: 1.5184... Generator Loss: 0.5046
Epoch 1/1... Discriminator Loss: 1.2272... Generator Loss: 0.7279
Epoch 1/1... Discriminator Loss: 0.7874... Generator Loss: 1.2902
Epoch 1/1... Discriminator Loss: 1.5058... Generator Loss: 0.4863
Epoch 1/1... Discriminator Loss: 1.0726... Generator Loss: 0.7435
Epoch 1/1... Discriminator Loss: 0.9534... Generator Loss: 0.8605
Epoch 1/1... Discriminator Loss: 0.9956... Generator Loss: 0.7663
Epoch 1/1... Discriminator Loss: 0.9630... Generator Loss: 0.8313
Epoch 1/1... Discriminator Loss: 1.4837... Generator Loss: 0.4335
Epoch 1/1... Discriminator Loss: 1.5491... Generator Loss: 0.3783
Epoch 1/1... Discriminator Loss: 1.7089... Generator Loss: 0.3525
Epoch 1/1... Discriminator Loss: 0.9005... Generator Loss: 1.0770
Epoch 1/1... Discriminator Loss: 0.7161... Generator Loss: 1.3496
Epoch 1/1... Discriminator Loss: 0.7712... Generator Loss: 2.2223
Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 0.8669
Epoch 1/1... Discriminator Loss: 0.8887... Generator Loss: 0.9376
Epoch 1/1... Discriminator Loss: 1.2504... Generator Loss: 0.6068
Epoch 1/1... Discriminator Loss: 1.6583... Generator Loss: 0.4062
Epoch 1/1... Discriminator Loss: 1.4179... Generator Loss: 0.4522
Epoch 1/1... Discriminator Loss: 0.9950... Generator Loss: 0.8574
Epoch 1/1... Discriminator Loss: 1.0696... Generator Loss: 0.7171
Epoch 1/1... Discriminator Loss: 0.7788... Generator Loss: 1.2597
Epoch 1/1... Discriminator Loss: 1.3283... Generator Loss: 0.5074
Epoch 1/1... Discriminator Loss: 1.1920... Generator Loss: 0.6577
Epoch 1/1... Discriminator Loss: 1.4014... Generator Loss: 0.4728
Epoch 1/1... Discriminator Loss: 0.6318... Generator Loss: 1.9301
Epoch 1/1... Discriminator Loss: 1.3203... Generator Loss: 0.5218
Epoch 1/1... Discriminator Loss: 0.8362... Generator Loss: 1.0389
Epoch 1/1... Discriminator Loss: 0.8632... Generator Loss: 0.9506
Epoch 1/1... Discriminator Loss: 0.6602... Generator Loss: 1.4830
Epoch 1/1... Discriminator Loss: 0.8801... Generator Loss: 1.0069
Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 0.8789
Epoch 1/1... Discriminator Loss: 0.7311... Generator Loss: 1.4121
Epoch 1/1... Discriminator Loss: 1.9360... Generator Loss: 0.3219
Epoch 1/1... Discriminator Loss: 1.0426... Generator Loss: 0.7589
Epoch 1/1... Discriminator Loss: 1.2348... Generator Loss: 0.7178
Epoch 1/1... Discriminator Loss: 0.7657... Generator Loss: 1.8198
Epoch 1/1... Discriminator Loss: 0.9420... Generator Loss: 1.1101
Epoch 1/1... Discriminator Loss: 0.8614... Generator Loss: 1.0861
Epoch 1/1... Discriminator Loss: 0.6699... Generator Loss: 1.6339
Epoch 1/1... Discriminator Loss: 1.0861... Generator Loss: 0.6821
Epoch 1/1... Discriminator Loss: 1.2182... Generator Loss: 0.5934
Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 0.8258
Epoch 1/1... Discriminator Loss: 2.6479... Generator Loss: 0.1389
Epoch 1/1... Discriminator Loss: 1.0490... Generator Loss: 0.8258
Epoch 1/1... Discriminator Loss: 0.9403... Generator Loss: 1.3825
Epoch 1/1... Discriminator Loss: 1.1775... Generator Loss: 0.6497
Epoch 1/1... Discriminator Loss: 0.6520... Generator Loss: 1.6457
Epoch 1/1... Discriminator Loss: 1.2838... Generator Loss: 0.5321
Epoch 1/1... Discriminator Loss: 1.0622... Generator Loss: 0.7016
Epoch 1/1... Discriminator Loss: 1.1803... Generator Loss: 0.6262
Epoch 1/1... Discriminator Loss: 0.7918... Generator Loss: 1.1371
Epoch 1/1... Discriminator Loss: 1.3335... Generator Loss: 0.5104
Epoch 1/1... Discriminator Loss: 1.9825... Generator Loss: 0.2343
Epoch 1/1... Discriminator Loss: 0.7219... Generator Loss: 1.3793
Epoch 1/1... Discriminator Loss: 1.0186... Generator Loss: 0.7536
Epoch 1/1... Discriminator Loss: 0.7300... Generator Loss: 1.8072
Epoch 1/1... Discriminator Loss: 0.8165... Generator Loss: 1.1448
Epoch 1/1... Discriminator Loss: 0.8261... Generator Loss: 1.2238
Epoch 1/1... Discriminator Loss: 1.2447... Generator Loss: 0.5603
Epoch 1/1... Discriminator Loss: 0.9963... Generator Loss: 0.7848
Epoch 1/1... Discriminator Loss: 0.7852... Generator Loss: 1.0978
Epoch 1/1... Discriminator Loss: 0.9439... Generator Loss: 0.9932
Epoch 1/1... Discriminator Loss: 0.7413... Generator Loss: 1.3975
Epoch 1/1... Discriminator Loss: 0.8174... Generator Loss: 1.0452
Epoch 1/1... Discriminator Loss: 0.5394... Generator Loss: 2.0587
Epoch 1/1... Discriminator Loss: 1.1946... Generator Loss: 0.6593
Epoch 1/1... Discriminator Loss: 0.9074... Generator Loss: 0.9084
Epoch 1/1... Discriminator Loss: 0.7409... Generator Loss: 1.1895
Epoch 1/1... Discriminator Loss: 1.0659... Generator Loss: 0.7200
Epoch 1/1... Discriminator Loss: 0.7000... Generator Loss: 1.8694
Epoch 1/1... Discriminator Loss: 1.6279... Generator Loss: 0.3562
Epoch 1/1... Discriminator Loss: 0.8480... Generator Loss: 1.0501
Epoch 1/1... Discriminator Loss: 0.7460... Generator Loss: 1.2501
Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.5317
Epoch 1/1... Discriminator Loss: 0.6709... Generator Loss: 1.8664
Epoch 1/1... Discriminator Loss: 0.9846... Generator Loss: 0.7803
Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 0.8018
Epoch 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.1031
Epoch 1/1... Discriminator Loss: 1.5392... Generator Loss: 0.3805
Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 0.9691
Epoch 1/1... Discriminator Loss: 0.9106... Generator Loss: 0.8917
Epoch 1/1... Discriminator Loss: 0.7146... Generator Loss: 1.3083
Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 0.6902
Epoch 1/1... Discriminator Loss: 1.5033... Generator Loss: 0.4083
Epoch 1/1... Discriminator Loss: 0.9262... Generator Loss: 0.9050
Epoch 1/1... Discriminator Loss: 0.7580... Generator Loss: 1.0837
Epoch 1/1... Discriminator Loss: 0.9220... Generator Loss: 0.9142
Epoch 1/1... Discriminator Loss: 0.8028... Generator Loss: 2.1334
Epoch 1/1... Discriminator Loss: 0.6895... Generator Loss: 1.3007
Epoch 1/1... Discriminator Loss: 1.0842... Generator Loss: 0.7497
Epoch 1/1... Discriminator Loss: 0.7008... Generator Loss: 1.4501
Epoch 1/1... Discriminator Loss: 0.9057... Generator Loss: 0.8502
Epoch 1/1... Discriminator Loss: 0.8504... Generator Loss: 1.1088
Epoch 1/1... Discriminator Loss: 1.0317... Generator Loss: 0.8377
Epoch 1/1... Discriminator Loss: 0.7433... Generator Loss: 1.2421
Epoch 1/1... Discriminator Loss: 0.9172... Generator Loss: 0.9747
Epoch 1/1... Discriminator Loss: 1.3899... Generator Loss: 0.5341
Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 0.9161
Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 0.7162
Epoch 1/1... Discriminator Loss: 1.0586... Generator Loss: 0.8711
Epoch 1/1... Discriminator Loss: 0.6143... Generator Loss: 1.7853
Epoch 1/1... Discriminator Loss: 1.1545... Generator Loss: 0.7041
Epoch 1/1... Discriminator Loss: 1.3730... Generator Loss: 0.4869
Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.7989
Epoch 1/1... Discriminator Loss: 1.3607... Generator Loss: 0.5037
Epoch 1/1... Discriminator Loss: 0.8821... Generator Loss: 1.8761
Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 1.0209
Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.7560
Epoch 1/1... Discriminator Loss: 0.8508... Generator Loss: 0.9820
Epoch 1/1... Discriminator Loss: 0.7321... Generator Loss: 1.2669
Epoch 1/1... Discriminator Loss: 0.7428... Generator Loss: 2.2547
Epoch 1/1... Discriminator Loss: 1.5553... Generator Loss: 0.4369
Epoch 1/1... Discriminator Loss: 0.7462... Generator Loss: 1.6176
Epoch 1/1... Discriminator Loss: 1.4055... Generator Loss: 0.4698
Epoch 1/1... Discriminator Loss: 0.8688... Generator Loss: 0.9714
Epoch 1/1... Discriminator Loss: 0.7457... Generator Loss: 1.2608
Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 1.0894
Epoch 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.5375
Epoch 1/1... Discriminator Loss: 0.9127... Generator Loss: 1.1325
Epoch 1/1... Discriminator Loss: 0.6316... Generator Loss: 1.6369
Epoch 1/1... Discriminator Loss: 0.8404... Generator Loss: 1.3508
Epoch 1/1... Discriminator Loss: 1.2479... Generator Loss: 0.5776
Epoch 1/1... Discriminator Loss: 1.2443... Generator Loss: 0.5968
Epoch 1/1... Discriminator Loss: 1.0947... Generator Loss: 0.7837
Epoch 1/1... Discriminator Loss: 0.9558... Generator Loss: 1.2028
Epoch 1/1... Discriminator Loss: 0.9240... Generator Loss: 0.8387
Epoch 1/1... Discriminator Loss: 1.7845... Generator Loss: 0.3273
Epoch 1/1... Discriminator Loss: 1.2089... Generator Loss: 0.6302
Epoch 1/1... Discriminator Loss: 0.8681... Generator Loss: 0.9716
Epoch 1/1... Discriminator Loss: 0.8574... Generator Loss: 1.6761
Epoch 1/1... Discriminator Loss: 1.7923... Generator Loss: 0.2796
Epoch 1/1... Discriminator Loss: 0.5984... Generator Loss: 1.7110
Epoch 1/1... Discriminator Loss: 1.4297... Generator Loss: 0.4304
Epoch 1/1... Discriminator Loss: 1.2051... Generator Loss: 0.6366
Epoch 1/1... Discriminator Loss: 0.8386... Generator Loss: 1.0221
Epoch 1/1... Discriminator Loss: 1.3795... Generator Loss: 0.5287
Epoch 1/1... Discriminator Loss: 0.9837... Generator Loss: 0.7963
Epoch 1/1... Discriminator Loss: 1.2923... Generator Loss: 0.5444
Epoch 1/1... Discriminator Loss: 1.1009... Generator Loss: 1.8774
Epoch 1/1... Discriminator Loss: 1.1181... Generator Loss: 0.7326
Epoch 1/1... Discriminator Loss: 1.0308... Generator Loss: 0.7597
Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 0.5791
Epoch 1/1... Discriminator Loss: 1.5203... Generator Loss: 0.3858
Epoch 1/1... Discriminator Loss: 0.8370... Generator Loss: 1.0677
Epoch 1/1... Discriminator Loss: 1.6515... Generator Loss: 0.3526
Epoch 1/1... Discriminator Loss: 0.7002... Generator Loss: 1.2975
Epoch 1/1... Discriminator Loss: 1.4075... Generator Loss: 0.4736
Epoch 1/1... Discriminator Loss: 1.2651... Generator Loss: 0.5502
Epoch 1/1... Discriminator Loss: 0.8043... Generator Loss: 1.2254
Epoch 1/1... Discriminator Loss: 0.5570... Generator Loss: 1.9865
Epoch 1/1... Discriminator Loss: 0.6980... Generator Loss: 2.7740
Epoch 1/1... Discriminator Loss: 0.8993... Generator Loss: 0.9412
Epoch 1/1... Discriminator Loss: 0.8040... Generator Loss: 1.1093
Epoch 1/1... Discriminator Loss: 1.1900... Generator Loss: 0.6245
Epoch 1/1... Discriminator Loss: 0.7957... Generator Loss: 1.1260
Epoch 1/1... Discriminator Loss: 0.9783... Generator Loss: 0.9597
Epoch 1/1... Discriminator Loss: 0.8919... Generator Loss: 0.9486
Epoch 1/1... Discriminator Loss: 1.0106... Generator Loss: 0.9040
Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 1.0247
Epoch 1/1... Discriminator Loss: 0.8121... Generator Loss: 1.2223
Epoch 1/1... Discriminator Loss: 1.7824... Generator Loss: 0.3120
Epoch 1/1... Discriminator Loss: 1.7289... Generator Loss: 0.4187
Epoch 1/1... Discriminator Loss: 1.5103... Generator Loss: 0.5371
Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.5189
Epoch 1/1... Discriminator Loss: 0.5618... Generator Loss: 1.7399
Epoch 1/1... Discriminator Loss: 1.5511... Generator Loss: 0.3874
Epoch 1/1... Discriminator Loss: 1.0794... Generator Loss: 0.7938
Epoch 1/1... Discriminator Loss: 1.9249... Generator Loss: 0.2419
Epoch 1/1... Discriminator Loss: 1.2316... Generator Loss: 2.6569
Epoch 1/1... Discriminator Loss: 0.9811... Generator Loss: 0.8164
Epoch 1/1... Discriminator Loss: 0.7928... Generator Loss: 1.2692
Epoch 1/1... Discriminator Loss: 1.5524... Generator Loss: 0.4256
Epoch 1/1... Discriminator Loss: 2.0441... Generator Loss: 0.2393
Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 0.9186
Epoch 1/1... Discriminator Loss: 1.6002... Generator Loss: 0.3625
Epoch 1/1... Discriminator Loss: 1.5197... Generator Loss: 0.4327
Epoch 1/1... Discriminator Loss: 0.9365... Generator Loss: 1.1055
Epoch 1/1... Discriminator Loss: 0.8630... Generator Loss: 0.9980
Epoch 1/1... Discriminator Loss: 0.9349... Generator Loss: 0.9065
Epoch 1/1... Discriminator Loss: 0.7895... Generator Loss: 1.1936
Epoch 1/1... Discriminator Loss: 0.6325... Generator Loss: 1.4812
Epoch 1/1... Discriminator Loss: 1.6906... Generator Loss: 0.3698
Epoch 1/1... Discriminator Loss: 0.9301... Generator Loss: 1.3215
Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.6548
Epoch 1/1... Discriminator Loss: 1.7608... Generator Loss: 0.3398
Epoch 1/1... Discriminator Loss: 1.2137... Generator Loss: 0.6061
Epoch 1/1... Discriminator Loss: 1.4000... Generator Loss: 0.5365
Epoch 1/1... Discriminator Loss: 0.9744... Generator Loss: 0.8475
Epoch 1/1... Discriminator Loss: 0.9824... Generator Loss: 0.8521
Epoch 1/1... Discriminator Loss: 0.7032... Generator Loss: 1.7737
Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 0.8887
Epoch 1/1... Discriminator Loss: 0.8922... Generator Loss: 0.9132
Epoch 1/1... Discriminator Loss: 0.7868... Generator Loss: 1.0944
Epoch 1/1... Discriminator Loss: 0.8480... Generator Loss: 1.7100
Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.5629
Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 0.8696
Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 0.9321
Epoch 1/1... Discriminator Loss: 1.0344... Generator Loss: 0.7384
Epoch 1/1... Discriminator Loss: 0.7733... Generator Loss: 1.6507
Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 0.9764
Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 0.6108
Epoch 1/1... Discriminator Loss: 1.7777... Generator Loss: 0.2894
Epoch 1/1... Discriminator Loss: 0.7634... Generator Loss: 1.2590
Epoch 1/1... Discriminator Loss: 1.0615... Generator Loss: 0.7174
Epoch 1/1... Discriminator Loss: 1.0655... Generator Loss: 0.7262
Epoch 1/1... Discriminator Loss: 1.5528... Generator Loss: 0.4370
Epoch 1/1... Discriminator Loss: 0.9815... Generator Loss: 0.8504
Epoch 1/1... Discriminator Loss: 0.6390... Generator Loss: 2.0638
Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 0.7656
Epoch 1/1... Discriminator Loss: 1.3029... Generator Loss: 0.5822
Epoch 1/1... Discriminator Loss: 1.0361... Generator Loss: 0.8034
Epoch 1/1... Discriminator Loss: 0.8692... Generator Loss: 1.9413
Epoch 1/1... Discriminator Loss: 0.8582... Generator Loss: 1.0419
Epoch 1/1... Discriminator Loss: 0.8803... Generator Loss: 1.0767
Epoch 1/1... Discriminator Loss: 0.7739... Generator Loss: 1.5570
Epoch 1/1... Discriminator Loss: 0.7324... Generator Loss: 1.9837
Epoch 1/1... Discriminator Loss: 1.4552... Generator Loss: 0.4746
Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 0.6446
Epoch 1/1... Discriminator Loss: 1.1667... Generator Loss: 0.7337
Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 0.5148
Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 0.7937
Epoch 1/1... Discriminator Loss: 1.0827... Generator Loss: 0.8025
Epoch 1/1... Discriminator Loss: 0.9550... Generator Loss: 0.8345
Epoch 1/1... Discriminator Loss: 1.3540... Generator Loss: 0.5196
Epoch 1/1... Discriminator Loss: 1.2945... Generator Loss: 0.5186
Epoch 1/1... Discriminator Loss: 0.9074... Generator Loss: 1.0205
Epoch 1/1... Discriminator Loss: 0.9673... Generator Loss: 0.8503
Epoch 1/1... Discriminator Loss: 1.0243... Generator Loss: 0.8291
Epoch 1/1... Discriminator Loss: 1.0382... Generator Loss: 0.7409
Epoch 1/1... Discriminator Loss: 1.2148... Generator Loss: 0.6230
Epoch 1/1... Discriminator Loss: 1.1340... Generator Loss: 0.6640
Epoch 1/1... Discriminator Loss: 1.5157... Generator Loss: 0.4086
Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.6330
Epoch 1/1... Discriminator Loss: 1.4791... Generator Loss: 0.4115
Epoch 1/1... Discriminator Loss: 0.8563... Generator Loss: 0.9728
Epoch 1/1... Discriminator Loss: 0.7020... Generator Loss: 1.4440
Epoch 1/1... Discriminator Loss: 1.5180... Generator Loss: 0.4766
Epoch 1/1... Discriminator Loss: 0.7942... Generator Loss: 1.6543
Epoch 1/1... Discriminator Loss: 1.6130... Generator Loss: 0.3626
Epoch 1/1... Discriminator Loss: 1.0476... Generator Loss: 0.9442
Epoch 1/1... Discriminator Loss: 0.9022... Generator Loss: 0.9626
Epoch 1/1... Discriminator Loss: 1.0295... Generator Loss: 0.7975
Epoch 1/1... Discriminator Loss: 0.9477... Generator Loss: 0.8776
Epoch 1/1... Discriminator Loss: 1.0768... Generator Loss: 0.7830
Epoch 1/1... Discriminator Loss: 1.2136... Generator Loss: 0.7884
Epoch 1/1... Discriminator Loss: 1.5012... Generator Loss: 0.4115
Epoch 1/1... Discriminator Loss: 0.8474... Generator Loss: 1.0625
Epoch 1/1... Discriminator Loss: 1.4474... Generator Loss: 0.4689
Epoch 1/1... Discriminator Loss: 1.3764... Generator Loss: 0.5583
Epoch 1/1... Discriminator Loss: 0.8524... Generator Loss: 1.1372
Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 0.5412
Epoch 1/1... Discriminator Loss: 0.7231... Generator Loss: 1.3389
Epoch 1/1... Discriminator Loss: 0.6535... Generator Loss: 1.4313
Epoch 1/1... Discriminator Loss: 1.4452... Generator Loss: 0.4486
Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.7321
Epoch 1/1... Discriminator Loss: 0.5160... Generator Loss: 2.0242
Epoch 1/1... Discriminator Loss: 1.7272... Generator Loss: 0.3788
Epoch 1/1... Discriminator Loss: 1.7488... Generator Loss: 0.3739
Epoch 1/1... Discriminator Loss: 1.2253... Generator Loss: 0.5755
Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 3.0385
Epoch 1/1... Discriminator Loss: 0.9310... Generator Loss: 0.8348
Epoch 1/1... Discriminator Loss: 1.1085... Generator Loss: 0.7974
Epoch 1/1... Discriminator Loss: 2.6667... Generator Loss: 0.1427
Epoch 1/1... Discriminator Loss: 0.8548... Generator Loss: 1.5670
Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 0.9226
Epoch 1/1... Discriminator Loss: 1.0964... Generator Loss: 0.7542
Epoch 1/1... Discriminator Loss: 1.0819... Generator Loss: 0.6989
Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 0.5972
Epoch 1/1... Discriminator Loss: 1.4042... Generator Loss: 0.5626
Epoch 1/1... Discriminator Loss: 0.7365... Generator Loss: 1.4491
Epoch 1/1... Discriminator Loss: 1.2105... Generator Loss: 0.5722
Epoch 1/1... Discriminator Loss: 1.8782... Generator Loss: 0.2974
Epoch 1/1... Discriminator Loss: 1.5752... Generator Loss: 0.5179
Epoch 1/1... Discriminator Loss: 1.0397... Generator Loss: 0.8123
Epoch 1/1... Discriminator Loss: 2.1581... Generator Loss: 0.2299
Epoch 1/1... Discriminator Loss: 1.5622... Generator Loss: 0.3930
Epoch 1/1... Discriminator Loss: 0.9041... Generator Loss: 0.9597
Epoch 1/1... Discriminator Loss: 0.9549... Generator Loss: 0.9358
Epoch 1/1... Discriminator Loss: 0.6391... Generator Loss: 1.6372
Epoch 1/1... Discriminator Loss: 0.9752... Generator Loss: 0.8162
Epoch 1/1... Discriminator Loss: 0.9495... Generator Loss: 0.8817
Epoch 1/1... Discriminator Loss: 0.8938... Generator Loss: 1.0761
Epoch 1/1... Discriminator Loss: 1.1977... Generator Loss: 0.5846
Epoch 1/1... Discriminator Loss: 1.2094... Generator Loss: 0.6355
Epoch 1/1... Discriminator Loss: 0.9697... Generator Loss: 0.8651
Epoch 1/1... Discriminator Loss: 0.7962... Generator Loss: 1.4540
Epoch 1/1... Discriminator Loss: 1.1813... Generator Loss: 0.6254
Epoch 1/1... Discriminator Loss: 0.8943... Generator Loss: 0.9293
Epoch 1/1... Discriminator Loss: 1.2179... Generator Loss: 0.5969
Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 0.6399
Epoch 1/1... Discriminator Loss: 1.1533... Generator Loss: 0.6841
Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 0.7729
Epoch 1/1... Discriminator Loss: 1.4411... Generator Loss: 0.4458
Epoch 1/1... Discriminator Loss: 1.0012... Generator Loss: 0.8028
Epoch 1/1... Discriminator Loss: 0.9947... Generator Loss: 0.8096
Epoch 1/1... Discriminator Loss: 0.5158... Generator Loss: 1.9780
Epoch 1/1... Discriminator Loss: 0.9579... Generator Loss: 0.8609
Epoch 1/1... Discriminator Loss: 1.3081... Generator Loss: 0.6615
Epoch 1/1... Discriminator Loss: 1.7917... Generator Loss: 0.3284
Epoch 1/1... Discriminator Loss: 1.0212... Generator Loss: 0.7770
Epoch 1/1... Discriminator Loss: 1.1460... Generator Loss: 0.6557
Epoch 1/1... Discriminator Loss: 1.2413... Generator Loss: 0.6021
Epoch 1/1... Discriminator Loss: 1.1532... Generator Loss: 0.6106

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.